The costs and losses of wildfires: a literature survey
Open accessAbstract
This report enumerates all possible costs of wildfire management and wildfire-related losses. It, further, compiles estimates or proposes methods for estimating the costs and losses identified. These estimates can be used for C+NVC (cost plus net value change) modeling, and can also be used to produce an estimate of the 'economic burden' of wildfire for the United States. The economic burden represents the impact wildfire has on the U.S. economy. Tracking the economic burden of wildfire could be used to assess return-on-investment into wildfire interventions. The economic burden is decomposed into: 1. intervention costs; 2. prevention/preparedness, mitigation, suppression, and crosscutting; 2. and into direct and indirect wildfire related (net) losses. The annualized economic burden from wildfire is estimated to be between $71.1 billion to $347.8 billion ($2016 US). Annualized costs are estimated to range from $7.6 billion to $62.8 billion. Annualized losses are estimated to range from $63.5 billion to $285.0 billion.
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Cites
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Claims the paper makes
5 of 129 cited sources checked · 0 supported · 0 flagged · accuracy not yet measured
- Premisecitation§ Economic Losses:
In 2015, an estimated 30,000 firefighters were mobilized to contend with wildland fires.
“In 2015, an estimated 30 000 firefighters were mobilized to contend with wildland fires. 71”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [71] 71. Daniels, Robert D., et al. 2014. "Mortality and cancer incidence in a pooled cohort of US firefighters from San Francisco, Chicago and Philadelphia (1950-2009)." Occupational and Environmental Medicine. 71(6): 388-397. source
The Results (page not available) report 29,993 firefighters in a study cohort, not firefighters mobilized for wildland fires. Searches for 2015 mobilization and wildland firefighting found no passage addressing the claim. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Premisecitation§ Population Decline:
In the case of New Orleans, four months after Hurricane Katrina the population was 37% of the pre-disaster population of 437,186.
“In the case of New Orleans, four months after Hurricane Katrina the population was 37 % of the pre-disaster population of 437 186.105”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [105] 105. Johnston, Fay H., et al. 2012. "Estimated global mortality attributable to smoke from landscape fires." Environmental Health Perspectives 120(5): 695. source
The Results and Materials and Methods passages in our copy address mortality from landscape-fire smoke and population estimates used in that analysis; page numbers are unavailable. Searches for New Orleans, Hurricane Katrina, the four-month population figure, and post-disaster displacement found no passage addressing the claim. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire Retardants
Fire retardant chemicals for wildland fires have consistently been found to be toxic to aquatic ecosystems.
“Fire retardant chemicals for wildland fires have consistently been found to be toxic to aquatic ecosystems.149”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [149] 149. Preisler, H.K. and A.L. Westerling. 2007. "Statistical Model for Forecasting Monthly Large Wildfire Events in Western United States." Journal of Applied Meteorology and Climatology 46: 1020-1030. source
The Introduction discusses wildfire suppression resources, and the Discussion describes a model for forecasting fire danger; neither addresses the environmental effects of fire retardants. Searches for fire-retardant chemicals, aquatic toxicity, fish, and water found no passage supporting the claim in our copy. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Findingcitation§ 2.2.2. Insurance
The severity of the effect of smoke from wildland fires on health is still not well understood.
“The consensus of the literature is that smoke from wildland fires has deleterious effects on the health of people exposed to it, but the severity of that effect is still not well understood.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [27] 27. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental management 48(5): 920. 125 source
- cites [28] 28. Butry, David T., et al. 2001. "What is the price of catastrophic wildfire?." Journal of Forestry 99(11): 9- 17. 126 source
- cites [29] 29. Diaz, John M. 2012. "Economic Impacts of Wildfire". Southern Fire Exchange. https://fireadaptednetwork.org/wp-content/uploads/2014/03/economic_costs_of_wildfires.pdf 127
- Findingnone given§ 2.2.2. Insurance
No estimates exist for how much of the cost of other insurance lines is attributable to fire.
“No such estimates exist for other lines.”
Quote in the paperNot a substantial claim
- Findingreasoning§ 2.4.1. Legal
Using Equation 4, the total wildfire arsonists in jail is estimated to be 2212 individuals.
“Using Equation 4, the total wildfire arsonists in jail is estimated to be 2212 individuals”
Quote in the paperNot a substantial claim - Findingreasoning§ 2.3. Suppression
The estimate of municipal wildfire suppression and preparedness costs is $2.1 billion after adjusting to 2016 dollars.
“This yields an estimate of $2.1 billion after adjusting to 2016 dollars, but it should be noted this would include suppression and preparedness-type activities.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The cost of wildfire prevention and suppression is proportional to the incident volume of fire involving wildland fuels.
- Findingreasoning§ 2.4.1. Legal
Using Equation 6, the approximated cost of public legal defense for those arrested for arson is $3.4 million after adjusting to 2016 dollars.
“Using Equation 6, the approximated cost of public of legal defense for those arrested for arson is $3.4 million after adjusting to 2016 dollars.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: All defendants use public defenders.
- Findingreasoning§ 2.4.1. Legal
Using Equation 7, the associated judicial costs were $29.5 million after adjusting to 2016 dollars.
“Using Equation 7, the associated judicial costs were $29.5 million after adjusting to 2016 dollars.”
Quote in the paperNot a substantial claim - Findingreasoning§ 2.4.1. Legal
Using the Federal Register estimate and assuming that the cost of inmates in jail pose the same cost, the total cost associated with wildfire arsonists adjusted to 2016 dollars is $149.9 million.
“Using the Federal Register estimate and assuming that the cost of inmates in jail pose the same cost, the total cost associated with wildfire arsonists adjusted to 2016 dollars is $149.9 million.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The cost of inmates in jail is the same as the cost of federal inmates.
- Findingcitation§ 3.1.1. Deaths
Using a figure provided in Johnston et al., an estimate for the United States can be bounded between 2940 and 21,095 people annually.
“Using a figure provided in the document, an estimate for the United States can be bounded between 2940 and 21 095 people annually.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [54] 54. Ancog, R.C., L.M. Florece, O.B. Nicopior. 2016. "Fire Occurrence and Fire Mitigation Strategies in a Grassland Reforestation Area in the Philippines." Forest Policy and Economics 64: 35-45. source
- Findingreasoning§ 2.4.1. Legal
Using Equation 5, the total number of individuals in prison for wildfire arson is 2621.
“and, using Equation 5, the total number of individuals in prison for wildfire arson is 2621.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The proportion of wildfire arsonists in jail is similar to the proportion of those in prison.
- Findingcitation§ 3.1.1. Deaths
The economic losses due to the deaths of civilians and firefighters have not been adequately analyzed in the literature.
“The economic losses due to the deaths of civilians and firefighters have not been adequately analyzed in the literature, 62 however there are some national estimates.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [62] 62. Butry, David T., et al. 2001. "What is the price of catastrophic wildfire?" Journal of Forestry 99(11): 9-17. source
- Findingcitation§ Economic Losses:
Combining estimated 88 civilian injuries and 260 firefighters multiplied by the value of a statistical injury ($189,000) and adjusting to 2016 dollars provides an estimate of $177.4 million in economic loss.
“Combining this with the estimated 88 civilian injuries and the 260 firefighters multiplied by the value of a statistical injury ($189 000) 74 and adjusting to 2016 dollars provides an estimate of $177.4 million in economic loss.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [74] 74. Diaz, John M. 2012. "Economic Impacts of Wildfire". Southern Fire Exchange. https://fireadaptednetwork.org/wp- content/uploads/2014/03/economic_costs_of_wildfires.pdf
- Findingcitation§ 3.1.4. Structure and Infrastructure
After adjusting for inflation, the average per structure loss is $143,094.
“After adjusting for inflation using the consumer price index from the Bureau of Labor Statistics, the average per structure loss is $143 094.”
Quote in the paperNot a substantial claim - Findingcitation§ Economic Losses:
No national estimates of the health impacts of smoke exposure exist.
“No national estimates of the health impacts of smoke exposure exist, however using the estimate from Johnston et al. and an assumed VSI for the types of injuries associated with smoke exposure, an initial estimate is possible.75”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [75] 75. Dietrich, Joseph P., et al. 2014. "Toxicity of PHOS-CHEK LC-95A and 259F fire retardants to ocean-and stream-type Chinook salmon and their potential to recover before seawater entry." Science of the Total Environment 490: 610-621. source
- Findingreasoning§ 3.1.3. Psychological Impacts
Assuming 30,000 firefighters represent the exposed firefighter population for a year and PTSD treatment cost is $4075, the estimated cost of PTSD for firefighters is roughly $24.5 million.
“Assuming that this number represents the exposed firefighter population for a year, and assuming that the cost of PTSD treatment is $4075 83 based on estimates for military personnel, the estimated cost of PTSD for firefighters is roughly $24.5 million dollars.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [83] 83. Galea, Sandro, et al. 2012. "Treatment for posttraumatic stress disorder in military and veteran populations: Initial assessment." Washington, DC: The National Academies.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- The authors state this as an assumption: The number of firefighters mobilized in 2015 (30,000) represents the exposed firefighter population for a year.
- The authors state this as an assumption: The cost of PTSD treatment is $4075 based on estimates for military personnel.
- Findingreasoning§ 3.1.4. Structure and Infrastructure
Using the average per structure loss from NFIRS, an estimated $617 million was lost in 2016 to wildfires.
“Using the average per structure loss calculated from the NFIRS data above, an estimated $617 million was lost in 2016 to wildfires.”
Quote in the paperNot a substantial claim - Findingnone given§ Economic Losses:
Injuries that occur as a result of wildland fires are not tracked comprehensively at the national level.
“Injuries that occur as a result of wildland fires are not tracked comprehensively at the national level; however, national estimates can be made using existing datasets.”
Quote in the paperNot a substantial claim - Findingcitation§ 3.1.2. Injuries and Health Impacts
Liu et al. found no studies that directly examined lags longer than 5 days between exposure and hospital admission day.
“Liu et al. found no studies that directly examined lags longer than 5 days between exposure and hospital admission day.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [67] 67. Coffman, Makena, and Ilan Noy. 2012. "Hurricane Iniki: measuring the long-term economic impact of a natural disaster using synthetic control." Environment and Development Economics 17(2): 187-205. source
- Findingreasoning§ 3.1.1. Deaths
Using 15 civilian and 18 firefighter direct wildfire deaths, 2940 to 21095 indirect deaths, and a $9.6 million value of a statistical life, the estimated mortality loss is between $28.5 billion and $202.8 billion.
“Using the estimates of 15 civilians and 18 firefighters direct wildfires deaths, between 2940 and 21 095 indirect deaths, and a $9.6 million value of a statistical life, there is an estimate of between $28.5 billion and $202.8 billion lost.”
Quote in the paperSubstantial claim - Findingreasoning§ 3.2.5. Utility, Transportation, and Government Service Interruption
The extent that wildfires disrupt services such as utilities, transportation, and government services is not well documented.
“The extent that wildfires disrupt services such as utilities, transportation, and government services is not well documented.”
Quote in the paperNot a substantial claim - Findingreasoning§ 3.1.6. Timber and Agriculture Loss
Using Florida's per acre timber loss and adjusting to 2016 dollars, the total national timber loss is approximated between $5.8 billion and $9.8 billion.
“Using Florida's per acre timber loss and adjusting to 2016 dollars, one can approximate the total loss nationally to be between $5.8 billion and $9.8 billion.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Timber proportions in Florida are the same nationally and timber costs are similar.
- Findingreasoning§ 3.1.6. Timber and Agriculture Loss
A national database of timber loss does not exist.
“A national database of timber loss does not exist despite it being one of the major impacts of wildfire.”
Quote in the paperSubstantial claim - Findingreasoning§ 3.2.7. Housing Market Impact
Using Equation 9 and adjusting to 2016 dollars using the consumer price index, there is an estimated $28.3 billion in potential residential sales price impact from wildfires nationally.
“Using Equation 9and adjusting to 2016 dollars using the consumer price index, there is an estimated $28.3 billion in potential residential sales price impact.”
Quote in the paperSubstantial claim- Rests on an assumption: The southern California house price reduction estimate from Mueller et al. is representative enough to approximate national residential sales price impact.
- Findingnone given§ Estimation of Total Costs and Losses
The top three for the 'Low' value are local fire department costs, defensible space costs, and federal suppression costs.
“The top three for the”
Quote in the paperNot a substantial claim - Findingreasoning§ 3.2.11. Decreased Tax Base
Applying the state average property tax rates to the price decrease discussed in Section 3.2.7, there is between $79.2 million and $673.2 million in decreased property tax.
“Applying these rates to the price decrease discussed in Section 3.2.7,there is between $79.2 million and $673.2 million in decreased property tax.”
Quote in the paperNot a substantial claim- Rests on an assumption: A decrease in housing value leads to a decrease in the tax base.
- Rests on an assumption: The state average property tax rates from the Tax Foundation apply to the wildfire-induced housing price decrease.
- Findingreasoning§ Estimation of Total Costs and Losses
The total of annualized costs and losses of wildfire, as seen in Table 4.3, is between $71.1 and $347.8 billion.
“The total of annualized costs and losses of wildfire, as seen in Table 4.3, is between $71.1 and $347.8 billion.”
Quote in the paperSubstantial claim- Rests on an assumption: The various cost and loss estimates from different sources and years can be summed and combined into low/high ranges to produce a meaningful national total.
- Premisecitation§ 2.3. Suppression
Related is another $130 million in wildfire management accounts not explicitly labeled for suppression, preparedness, fuel treatment, or rehabilitation purposes.
“Related is another $130 million in wildfire management accounts not explicitly labeled for suppression, preparedness, fuel treatment, or rehabilitation purposes.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [39] 39. Hanemann, M., Loomis, J., Kanninen, B.1991. Statistical efficiency of double-bounded dichotomous choice contingent valuation. American Journal of Agricultural Economics. 73(5): 1255-1263. 140 source
- Premisecitation§ 2.3. Suppression
State suppression expenditures are estimated at $1 to $2 billion a year.
“State suppression expenditures are estimated at $1 to $2 billion a year.40”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [40] 40. Kellermann, J. L., M. D. Johnson, A. M. Stercho, and S. C. Hackett. 2008. Ecological and economic services provided by birds on Jamaican Blue Mountain coffee farms. Conservation Biology 22:1177-1185. 141 source
- Interpretationreasoning§ Introduction: The Economics of Wildland/WUI Fire Management
C+NVC is minimized when the marginal benefit from reducing net damages from wildfires equals the unit price (i.e., marginal cost) of intervention.
“Thus, C+NVC is minimized when the marginal benefit from reducing net damages from wildfires equals the unit price (i.e., marginal cost) of intervention.”
Quote in the paperSubstantial claim - Premisecitation§ 2.2.1. Fuels Management
Thomas and Butry estimate for the 2001 to 2010 decade that there were on average 3.2 million residential structures at risk of wildfire annually.
“Thomas and Butry estimate for the 2001 to 2010 decade that there were on average 3.2 million residential structures at risk of wildfire annually.20”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [20] 20. Lindell, Michael, Jung Eun Kang, and Carla Prater. 2011. "The Logistics of Household Hurricane Evacuation." Natural Hazards. 58: 1093-1109. 112 source
- Premisecitation§ 2.4.1. Legal
The Federal Register estimates that the average cost of incarceration for a federal inmate in fiscal year 2014 was $30,619.85.
“The Federal Register estimates that the average cost of incarceration for a federal inmate in fiscal year 2014 was $30 619.85”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Federal Register
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 2.4.1. Legal
The VERA Institute of Justice estimates an average of $31,286 for state prisons.
“while the VERA Institute of Justice estimates an average of $31 286 for state prisons.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites VERA Institute of Justice
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.1.1. Deaths
From 1990 to 1998, 133 people died while involved in fighting wildfires.
“From 1990 to 1998, 133 people died while involved in fighting wildfires.50”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [50] 50. Adetona, Olorunfemi, et al. 2016. "Review of the health effects of wildland fire smoke on wildland firefighters and the public." Inhalation toxicology 28(3): 95-139. source
- Interpretationreasoning§ 3.1.1. Deaths
The health effects of a wildfire are not confined temporally or geographically to the fire event itself.
“The health effects of a wildfire are not confined temporally or geographically to the fire event itself.”
Quote in the paperNot a substantial claim - Premisecitation§ 2.3. Suppression
Based on call volume (31.6 million calls) and NFIRS data from 2013 (0.6% of all calls), natural vegetation fires comprised 19% of all fire incidents.
“Based on call volume (31.6 million calls) and on National Fire Incident Reporting System (NFIRS) data from 2013 (0.6 % of all calls), natural vegetation fires comprised 19 % of all fire incidents.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [41] 41. Johnson, M. D., J. L. Kellermann, and A. M. Stercho. 2010. Pest reduction services by birds in shade and sun coffee in Jamaica. Animal Conservation 13:140-147. 142 source
- Premisecitation§ 3.1.1. Deaths
Johnston et al. estimated the global mortality from landscape fires using a chemical transport model coupled with satellite data.
“Johnston et al. estimated the global mortality from landscape fires using a chemical transport model coupled with satellite data.54”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [54] 54. Ancog, R.C., L.M. Florece, O.B. Nicopior. 2016. "Fire Occurrence and Fire Mitigation Strategies in a Grassland Reforestation Area in the Philippines." Forest Policy and Economics 64: 35-45. source
- Interpretationreasoning§ 2.3. Suppression
This tendency may underestimate the number of incidents involving wildfires when using NFIRS data.
“This tendency may underestimate the number of incidents involving wildfires when using NFIRS data.”
Quote in the paperNot a substantial claim - Premisecitation§ 3.1.1. Deaths
These fine particles have been found to lead to an increased risk of cardiopulmonary and lung cancer related mortality.
“These fine particles have been found to lead to an increased risk of cardiopulmonary and lung cancer related mortality. 52”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [52] 52. Alesch, Daniel, et al. 2001. "Organizations at Risk: What Happens when Small Businesses and Not-for-Profits Encounter Natural Disasters." Public Entity Risk Institute. http://www.ecocalltoaction.com/images/Organizations_at_Risk.pdf
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.1.3. Psychological Impacts
Estimates for civilian rates of PTSD and other anxiety disorders after a disaster range from 30% to 60%.
“Estimates for civilian rates of PTSD and other anxiety disorders after a disaster range from 30 % 76 to 60 %.77”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [76] 76. Donovan, Geoffrey H., Patricia A. Champ, and David T. Butry. 2007 "Wildfire Risk and Housing Prices: A Case Study from Colorado Springs." Land Economics. 83(2): 217- 233. source
- cites [77] 77. Donovan, G.H., and D.B. Rideout. 2003. "A Reformulation of the Cost Plus Net Value Change (C+NVC) Model of Wildfire Economics." Forest Science 49(2): 318-323. source
- Premisecitation§ 3.1.2. Injuries and Health Impacts
Liu et al. found strong evidence (43 of 45 studies with statistically significant results) for an increase in respiratory morbidity due to wildfires.
“Liu et al. 67 found strong evidence (43 of 45 studies with statistically significant results) for an increase in respiratory morbidity due to wildfires.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [67] 67. Coffman, Makena, and Ilan Noy. 2012. "Hurricane Iniki: measuring the long-term economic impact of a natural disaster using synthetic control." Environment and Development Economics 17(2): 187-205. source
- Premisecitation§ 3.1.2. Injuries and Health Impacts
From 2003 to 2007, an average of roughly 260 injuries per year were reported in federal wildland fire incidents.
“From 2003 to 2007, an average of roughly 260 injuries per year were reported in such incidents.65”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [65] 65. Carson, E. Ann and Elizabeth Anderson. 2016. "Prisoners in 2015," Bureau of Justice Statistics, December. https://www.bjs.gov/content/pub/pdf/p15.pdf
Not checked in the free run.
- Premisecitation§ 3.1.1. Deaths
The southern California wildfires of 2003 had estimated economic losses due to wildfire-related mortality of $172.9 million to $1.729 billion.
“the southern California wildfires of 2003, which had an estimated $172.9 million to $1.729 billion dollars of economic losses due to wildfire related mortality.63”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [63] 63. Butry, D.T. 2009. "Fighting Fire with Fire: Estimating the Efficacy of Wildfire Mitigation Programs using Propensity Scores." Environmental Ecology Statistics 16: 291-319. source
- Premisecitation§ Economic Losses:
For the Chisolm fire in 2001, total health impacts were estimated at about 12,137,043 Canadian dollars based on monitoring station data and willingness to pay estimates.
“For the Chisolm fire in 2001, the total health impacts were estimated to be around 12 137 043 dollars Canadian based on monitoring station data and willingness to pay estimates.70”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [70] 70. D'Andrea, M., P. Fiorucci, and T.P. Holmes. 2010. "A Stochastic Forest Fire Model for Future Land Cover Scenarios Assessment." Natural Hazards Earth Systems Sciences 10: 2161-2167. source
- Interpretationreasoning§ 3.1.3. Psychological Impacts
It is not possible to get a credible estimate of the civilian rate of PTSD.
“Therefore, it is not possible to get a credible estimate of the civilian rate of PTSD.”
Quote in the paperSubstantial claim - Premisecitation§ 3.1.2. Injuries and Health Impacts
In 2012, 88 civilian injuries due to wildland fires were reported, estimated using the National Fire Incident Reporting System (NFIRS).
“In 2012, 88 civilian injuries due to wildland fires were 60 Daniels, Robert D., et al. 2014.”
- Also stated in: § 3.1.2. Injuries and Health Impacts · hedged
“reported, 64 which is estimated using the National Fire Incident Reporting System (NFIRS).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [64] 64. California Department of Forestry and Fire Protection. 2015 Wildfire Activity Statistics. 2016.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Also stated in: § 3.1.2. Injuries and Health Impacts · hedged
- Premisecitation§ 3.1.4. Structure and Infrastructure
Thomas and Butry used NFIRS data to estimate that between 2002 and 2006, an annual average of 1248 structures were damaged at an estimated loss of $160.2 million.
“A paper by Thomas and Butry used NFIRS data to estimate that between 2002 and 2006, an annual average of 1248 structures were damaged at an estimated loss of $160.2 million.84”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [84] 84. Ganteaume, A., and M. Long-Fournel. 2015. "Driving Factors of Fire Density Can Spatially Vary at the Local Scale in South-Eastern France." International Journal of Wildland Fire 24: 650-664. source
- Premisecitation§ 3.1.5. Environmental Impact
After the 1988 Yellowstone wildfires it cost roughly $2190 per hectare to reseed 440 hectares of land.
“For instance, after the 1988 Yellowstone wildfires it cost roughly $2190 per hectare to reseed 440 hectares of land.86”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [86] 86. Gorte, J.K., and R.W. Gorte. 1979. "Application of Economic Techniques to Fire Management-A Status Review and Evaluation." USDA Forest Service Technical Report. INT-53. 26 pages.
- Premisecitation§ Unknown-Vegetation Loss:
A study by Neary et al. found that watershed impacts of a large burnt area can produce peak flows 10 to 100 times baseflow, with some as high as 2300 times baseflow.
“A study by Neary et al. found that the watershed impacts of a large burnt area can produce peak flows to 10 to 100 times the baseflow for a watershed, with some being measured as high as 2300 times baseflow.92”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [92] 92. Hall, John R. 2014. The Total Cost of Fire in the United States. National Fire Protection Association. http://www.nfpa.org/news-and-research/fire-statistics-and-reports/fire- statistics/fires-in-the-us/overall-fire-problem/total-cost-of-fire
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.2.6. Psychological Impacts from Lost Amenities
Tourism revenue dropped by $32.5 million in the San Diego region due to wildfire.
“and $32.5 million in the San Diego region.125,126”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [126] 126. Mangan, Richard J. 2007. Wildland firefighter fatalities in the United States: 1990-2006. National Wildfire Coordinating Group. https://www.fs.fed.us/t- d///pubs/pdfpubs/pdf07512814/pdf07512814dpi72.pdf
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.1.6. Timber and Agriculture Loss
In 2016, approximately 5,509,995 acres were burned according to NIFC estimates.
“In 2016, approximately 5 509 995 acres were burned according to NIFC estimates. 99”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [99] 99. Hoover, Katie and Kelsi Bracmort. "Wildfire Management: Federal Funding and Related Statistics," 2015. Congressional Research Service, R43077.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ Unknown-Soil:
Wiedinmyer and Neff provides an estimate for CO2 released annually for the entire US for all fires from 2002 to 2006: average annual emissions 213 (+/-50) Tg CO2/year for the lower 48 states and 80 (+/-89) Tg CO2/year for Alaska.
“Wiedinmyer and Neff provides an estimate for the amount of CO2 released annually for the entire United States for all fires from 2002 to 2006.95 Over the selected 5 years the average annual emissions are 213 (+/-50) Tg CO2 per year for the lower 48 states and 80 (+/-89) Tg CO2 per year for Alaska.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [95] 95. Headley, R. 1916. "Fire Suppression District 5." USDA Forest Service. Washington, DC. 58 pages. Henderson, Sarah B. et al. 2011. "Three Measures of Forest Fire Smoke Exposure and their Associations with Respiratory and Cardiovascular Health Outcomes in a Population- Based Cohort." Environmental Health Perspectives. 119: 1266-1271. https://ehp.niehs.nih.gov/1002288/
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.1.6. Timber and Agriculture Loss
Florida estimated its 1998 softwood timber loss to wildfire to be between $354 million and $605 million.
“For instance, Florida estimated its 1998 softwood timber loss to wildfire to be between $354 million and $605 million; however, it does not typically estimate annual timber losses.98”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [98] 98. Holmes, T.P., and D.E. Calkin. 20134. "Econometric Analysis for Fire Suppression Production Functions for Large Wildland Fires." International Journal of Wildland Fire 22: 246-255.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.2.6. Psychological Impacts from Lost Amenities
Tourism revenue dropped by roughly $138 million in 1998 in the St. Johns River Water Management District due to wildfire.
“Tourism revenue dropped by roughly $138 million in 1998 in the St. Johns River Water Management District due to wildfire”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [125] 125. McCaffrey, Sarah, Alan Rhodes, and Melanie Stidham. 2015 "Wildfire Evacuation and its Alternatives: Perspectives from Four United States' Communities." International Journal of Wildland Fire. 24: 170-178. source
- Premisecitation§ 3.2.6. Psychological Impacts from Lost Amenities
The value per trip decreased for mountain bikers as the forest recovered from a crown fire.
“while decreased for mountain bikers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [127] 127. Mangan, Richard. 1999. "Wildland Fire Fatalities in the United States." https://www.fs.fed.us/fire/safety/ref_material/content/fatalities.pdf
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationnone given§ 3.2.6. Psychological Impacts from Lost Amenities
Those studies of tourism value losses due to wildfire that do exist are not capable of being scaled up to a national level.
“and those studies that do exist are not capable of being scaled up to a national level.”
Quote in the paperNot a substantial claim - Study design and conductreasoning§ 3.2.7. Housing Market Impact
The estimate of $28.3 billion in potential residential sales price impact relies on a study of southern California.
“The estimate above relies on a study of southern California.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ 3.2.7. Housing Market Impact
The true impact of wildfires on residential sales prices is unknown.
“Although an approximation of sales price impact can be calculated, the true impact is unknown.”
Quote in the paperNot a substantial claim - Premisecitation§ 3.2.7. Housing Market Impact
Champ et al. estimated in a Colorado Springs case study that only 27 % of homebuyers were aware of the risk to wildfire when purchasing their home.
“For instance, Champ et al. estimated in a Colorado Springs case study that only 27 % of homebuyers were aware of the risk to wildfire when purchasing their home.129”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [129] 129. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental Management 48(5): 920. source
- Premisecitation§ 3.2.10. Increased Risk of Other Hazards
The risk of floods and debris flow increases due to the exposure of bare ground.
“The risk floods and debris flow increases due to the exposure of bare ground.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [144] 144. National Interagency Fire Center. 2016. Wildland Fire Summary and Statistics Annual Report. https://www.predictiveservices.nifc.gov/intelligence/2016_Statssumm/intro_summary16. pdf National Wildlife Federation. 2017. "Ecosystem Services." https://www.nwf.org/Wildlife/Wildlife-Conservation/Ecosystem-Services.aspx
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ 3.2.11. Decreased Tax Base
According to the Tax Foundation, state average property tax rates range between 0.28 % and 2.38 %.
“According to the Tax Foundation, state average property tax rates range between 0.28 % and 2.38 %.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tax Foundation
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data§ Additional information
A number of cost items are estimated to be in the billions and have a high uncertainty, including rural and municipal suppression, defensible space, timber loss, evacuation costs, and the housing market impact.
“A number of cost items are estimated to be in the billions and have a high uncertainty, including rural and municipal suppression, defensible space, timber loss, evacuation costs, and the housing market impact.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 143
- May combine two claims. 62
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.2.2. InsuranceIn California, the number of structures destroyed in wildland fires between 2001 and 2015 ranged from 94 in 2010 to 5394 in 2003.
“For example, in California the number of structures destroyed in wildland fires between 2001 and 2015 range from 94 in 2010 to 5394 in 2003.25”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [25] 25. Haefele et al. 2016. "Total Economic Valuation of the National Park Service Lands and Programs: Results of a Survey of The American Public." Colorado State University. http://webdoc.agsci.colostate.edu/DARE/PubLinks/NPSTotalEconValue.pdf 122 ibid 123 source
The passages from Sections 5 and 6 (pp. 20–21) concern survey results and the economic value of National Parks, not structures destroyed by California wildfires. Searches for the 2001–2015 range, the figures 94 and 5394, and California wildfire losses found no passage addressing the claim. (LLM, conf=0.76)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesTravel cost analysis puts the consumer surplus per trip in a wide range based on multiple models, ranging from as low as $37.4 to as high as $327.5 in Zawacki et al.
“Travel cost analysis puts the consumer surplus per trip in a wide range based on multiple models, ranging from as low as $37.4 to as high as $327.5 in Zawacki et al., 123”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [123] 123. Liu, J.C., Pereira G., Uhl, S.A., Bravo, M.A., and Bell, M.L. 2015. A systematic review of the physical health impacts from non-occupational exposure to wildfire smoke. Environmental Research 136: 120-132 source
The Results section on exposure assessment discusses wildfire-smoke monitoring and modelling, not travel costs or consumer surplus. Searches of our copy for Zawacki, the dollar amounts, and travel-cost analysis found no passage addressing the claimed per-trip estimates. (LLM, conf=0.78)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ 2.2.1. Fuels ManagementIt is not known how much land of each type must be modified each year.
“It is also not known how much land of each type must be modified each year.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingreasoning§ 2.2.1. Fuels ManagementAssuming each of the 3.2 million structures required 0.366 acres of defensible space, 91% of structures have implemented defensible space, and Montana estimates apply nationally, the cost would be between $1.7 billion and $53.3 billion to comply with FireWise.
“Assuming that each of these structures required 0.366 acres of defensible space (the average lot size for a new home 21 ); that 91 % of the structures have implemented defensible space, as seen in California; and that Montana estimates apply nationally, the cost would be between $1.7 billion and $53.3 billion to comply with FireWise.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [21] 21. Kent, Brian et al. 2003. "Social and Economic Issues of the Hayman Fire." USDA Forest Service Gen. Tech. Rep. RMRS-GTR-114. 2003. https://www.fs.usda.gov/treesearch/pubs/14904 113
- The authors state this as an assumption: Each of the 3.2 million residential structures at risk of wildfire required 0.366 acres of defensible space (the average lot size for a new home).
- The authors state this as an assumption: 91% of the structures have implemented defensible space, as seen in California.
- The authors state this as an assumption: Montana estimates apply nationally.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 2.1. PreparednessEstimates similar to those at the federal level are not available for state and local governmental agencies.
“Estimates similar to those at the federal level are not available for state and local governmental agencies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingreasoning§ 2.1. PreparednessThe data on preparedness is not complete; thus, the total cost is unknown.
“The data on preparedness is not complete; thus, the total cost is unknown.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone given§ 2.2.3. Disaster AssistanceState and local government disaster assistance costs do not appear to be available in an aggregated form, making it difficult to estimate the total.
“At this time, these costs do not appear to be available in an aggregated form, making it difficult to estimate the total.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 2.2.1. Fuels ManagementIt is not known to what extent these estimates for Western Montana are applicable to the rest of the WUI.
“It is not known to what extent these estimates for Western Montana are applicable to the rest of the WUI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ 2.2.2. InsuranceIt is not clear how much of the cost of each policy is attributable to wildfire.
“It is not clear how much of the cost of each policy is attributable to wildfire.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 2.4.3. Regulations and Building CodesThere is no comprehensive list of regulations covering fire and wildland fire.
“There is no comprehensive list of regulations covering fire and wildland fire.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ 2.4.3. Regulations and Building CodesThere is no estimate of how much of the costs of building codes are associated with fire (and wildfire) protection.
“Nor is there any estimate of how much of the costs of building codes are associated with fire (and wildfire) protection.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 2.4.1. LegalThe forms of legal defense for arsonists and judicial costs are unknown.
“Additionally, the forms of legal defense for arsonists and judicial costs are unknown”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 2.3. SuppressionAlthough an estimate for suppression at the municipal level can be estimated, the actual value is unknown.
“Although an estimate for suppression at the municipal level can be estimated, the actual value is unknown.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 2.4.3. Regulations and Building CodesWhile building codes are compiled by the 50 states, there is no complete sense of which portions are related to fire (and wildfire) and which are not.
“While building codes are compiled by the 50 states, there is no complete sense of which portions are related to fire (and wildfire) and which are not.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ 2.4.1. LegalThe estimates above do not take into account the cost of arresting an arsonist.
“Additionally, the estimates above do not take into account the cost of arresting an arsonist.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 3.1.1. DeathsThe effects of acute exposure to wildfire smoke is well studied, however studies on chronic exposure are not well represented in the literature.
“The effects of acute exposure to wildfire smoke is well studied, however studies on chronic exposure are not well represented in the literature.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingnone given§ 2.4.2. Science, Research, and DevelopmentA number of other state and federal government entities along with universities and colleges have expenditures related to wildland fire, but an aggregated estimate would require substantial effort in collecting this data.
“A number of other state and federal government entities along with universities and colleges have expenditures related to wildland fire.Some of them may specify these expenditures in their budgets; however, an aggregated estimate would require substantial effort in collecting this data.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 2.4.1. LegalThe actual number of wildfire arsonists in jail or prison are unknown.
“The actual number of wildfire arsonists in jail or prison are unknown.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.1.1. DeathsThe clear majority of articles on smoke exposure related deaths focus on individual fire events.
“The clear majority of articles on smoke exposure related deaths focus on individual fire events.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingreasoning§ 3.1.1. DeathsLong-term mortality due to wildfire smoke is not well understood.
“Due to the nature of smoke related deaths, the long-term mortality due to wildfire smoke is not well understood.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingnone given§ 3.1.1. DeathsWhile long-term effects of wildfires on civilian health are not well-understood, some studies have attempted to determine what effects there may be for firefighters.
“While long-term effects of wildfires on civilian health are not well-understood, some studies have attempted to determine what effects there may be for firefighters.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingreasoning§ 3.1.4. Structure and InfrastructureThere is not a comprehensive database tracking the number of structures burned and/or the value of property damaged.
“There is not a comprehensive database tracking the number of structures burned and/or the value of property damaged.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 3.1.4. Structure and InfrastructureWildfires frequently move into communities and burn buildings and infrastructure.
“Wildfires frequently move into communities and burn buildings and infrastructure.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.1.4. Structure and InfrastructureThere is not a known database that tracks the impact to infrastructure, such as power lines, roads, and pipelines.
“There is not a known database that tracks the impact to infrastructure, such as power lines, roads, and pipelines.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.1.2. Injuries and Health ImpactsInjuries related directly to wildfires, other than smoke exposure, are relatively infrequent when compared with urban fires.
“Injuries related directly to wildfires, other than smoke exposure, are relatively infrequent when compared with urban fires.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone given§ 3.1.3. Psychological ImpactsThere are no national estimates for the civilian population exposed to wildfires, and at what exposure level.
“There are no national estimates for the civilian population exposed to wildfires, and at what exposure level (e.g., smoke, flames, lost loved ones, lost house, etc.).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ 3.1.2. Injuries and Health ImpactsInjuries due to wildland fires are not uncommon.
“Injuries due to wildland fires are not uncommon.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.1.4. Structure and InfrastructureThere is not a database that tracks structure damage comprehensively across the US.
“The damage to these structures is tracked at varying degrees, but there is not a database that tracks this information comprehensively across the US.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.1.1. DeathsShort-term effects of wildfire smoke can only be estimated based on modeling or using hospital admissions.
“Short-term effects can only be estimated based on modeling or using hospital admissions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ Unknown-Soil:The effects of wildfires on soil have been well studied, but there is currently no literature quantifying the economic impact.
“The effects of wildfires on soil have been well studied, however there is currently no literature quantifying the economic impact.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.1. General Economic ImpactsThe economic effects of business interruption due to wildland or WUI fires is not well documented, even for specific fires.
“The economic effects of business interruption due to wildland or WUI fires is not well documented, even for specific fires.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ Unknown-Vegetation Loss:The acreage of land burned by vegetation type is unknown.
“The acreage of land burned by vegetation type, which would allow an estimate to be derived based on some basic assumptions of seed type used and amount of seed per acre, is unknown.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.1.7. Agriculture LossThere is not a comprehensive database of national loss estimates for agriculture.
“There is not a comprehensive database of national loss estimates for agriculture.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.2. Supply Chain ImpactsThere is not a strong understanding of the extent that wildfires or other disasters disrupt supply chains on an annual basis.
“There is not a strong understanding of the extent that wildfires or other disasters disrupt supply chains on an annual basis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 3.2.3. Evacuation CostsThe literature on fire is even more lacking in estimates of evacuation costs and we know nothing about wildfire-urban interface fires in particular.
“The literature on fire is even more lacking in estimates of evacuation costs and we know nothing about wildfire-urban interface fires in particular.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingcitation§ Unknown-Soil:Assuming averages hold (total emissions 293 Tg CO2/year), structural fire CO2 emissions are dwarfed by wildland fires, and WUI fires are not separated out, the total cost of lost carbon sequestration is roughly $1.6 trillion using the UK SCC.
“Assuming then that the averages hold (the total emissions are 293 Tg CO2 per year) and CO2 emissions from structural fires are dwarfed by those in wildland fires, 96 and WUI fires are not separated out, the total cost of lost carbon sequestration can be estimated to be roughly $1.6 trillion using the UK SCC.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The average annual CO2 emissions from Wiedinmyer and Neff hold (total emissions are 293 Tg CO2 per year).
- The authors state this as an assumption: CO2 emissions from structural fires are dwarfed by those in wildland fires.
- The authors state this as an assumption: WUI fires are not separated out in the carbon estimate.
May combine two claims.
Findingnone given§ Unknown-Vegetation Loss:Data on floods attributable to post-fire effects are not well documented, making valuation impossible.
“Unfortunately, data on floods which can be attributed to post-fire effects are not well documented, making valuation impossible.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ Failed Infrastructure:National estimates do not exist for the cost of failed infrastructure during disasters, let alone WUI and wildland fires.
“Unfortunately, national estimates do not exist for the cost of failed infrastructure during disasters, let alone WUI and wildland fires.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.3. Evacuation CostsUsing estimates of daily costs of hurricane evacuation, number of evacuees, and length of evacuation, an average $3.0 billion in costs are incurred due to evacuation.
“Using this approach, an average $3.0 billion in costs are incurred due to evacuation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesThe 'High' estimate for the costs is $62.8 billion.
“while the”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone given§ Estimation of Total Costs and LossesThe three largest values for the 'Low' losses estimate and the 'High' losses estimate represent 98.6 % and 96.0 % of the total, respectively.
“The three largest values for the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesFor the 'High' value, the largest three includes defensible space costs, local fire department costs, and state suppression costs.
“For the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesFor the 'Low' losses value, the top three includes deaths, impact on housing prices, and timber loss.
“For the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims. The quote only partly states this claim.
Findingnone given§ Estimation of Total Costs and LossesThe three largest values represent 65.1 % of the 'Low' value and 93.3 % of the 'High' value.
“The three largest values represent 65.1 % of the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data§ Estimation of Total Costs and LossesTable 4.2 has nine items that can be estimated for losses associated with WUI fires.
“Table 4.2 provides similar information for the losses associated with WUI fires, which has nine items that can be estimated.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.9. Loss of Ecosystem ServicesThe 'High' estimate for the losses alone is $285.0 billion.
“and the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data§ Estimation of Total Costs and LossesThere are eleven costs that can be estimated.
“There are eleven costs that can be estimated.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesThe 'Low' estimate for the losses alone is $63.5 billion.
“The”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). May combine two claims.
Findingnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesFor the 'High' value, the top three includes deaths, evacuation, and the impact on housing prices.
“For the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).
Findingnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesThe 'Low' estimate for the costs amounts to $7.6 billion.
“The”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationreasoning§ Introduction: The Economics of Wildland/WUI Fire ManagementAn understanding of the functional relationship between fire interventions and the resulting net damages is needed to identify optimal levels of intervention.
“First, an understanding of the functional relationship between fire interventions and the resulting net damages is needed.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 2.2.3. Disaster AssistanceIn November 2016, a wildfire broke out in the Great Smoky Mountain National Park, Tennessee, killing 14 people and destroying 2400 homes.
“In November of 2016, a wildfire broke out in the Great Smoky Mountain National Park, Tennessee.This fire killed 14 people and destroyed 2400 homes. 34”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [34] 34. Thomas, Douglas and David Butry. 2014 "Areas of the US Wildland-Urban Interface Threatened by Wildfire During the 2001-2010 Decade." Natural Hazards. 71(3): 1561-1585. 132 National Association of Realtors. Existing-Home Sales. <https://www.nar.realtor/topics/existing-home- sales> 133 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Introduction: The Economics of Wildland/WUI Fire ManagementThe modern C+L model has been replaced by the cost plus net value change (C+NVC) model.
“The modern C+L model has been since replaced by the 'cost plus net value change' or 'C+NVC' model.6”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] 6. Stockmann, Keith. 2007. "A Cost Effectiveness Analysis of Preventative Mitigation Options for Wildland Urban Interface Homes Threatened by Wildfire." Graduate Student Theses, Dissertations, & Professional Papers. http://scholarworks.umt.edu/etd/260.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone given§ Introduction: The Economics of Wildland/WUI Fire ManagementMeasuring all possible interventions, their unit prices, and the damages related to wildland/WUI fires is a significant effort, regardless of scale.
“Second, measuring all possible interventions, their unit prices (costs), and the damages related to wildland/WUI fires is a significant effort, regardless of scale (e.g., national, state, community).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.2.1. Fuels ManagementAt the federal level, US Forest Service and the Department of Interior spent $532.3 million on hazardous fuel treatments in FY2015.
“At the federal level, US Forest Service and the Department of Interior spent $532.3 million on hazardous fuel treatments in FY2015. 22”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] 22. McCaffrey, Sarah, Alan Rhodes, and Melanie Stidham. 2015 "Wildfire Evacuation and its Alternatives: Perspectives from Four United States' Communities." International Journal of Wildland Fire. 24: 170-178. 114 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Introduction: The Economics of Wildland/WUI Fire ManagementThe C+L model illustrates that primary protection expenditures can be chosen to minimize the sum of primary protection expenditures plus the ensuing total liability (suppression costs plus wildfire losses) of wildfire management.
“The C+L model illustrates that primary protection expenditures can be chosen to minimize the sum of the primary protection expenditures plus the ensuing 'total liability' (suppression costs plus wildfire losses) of wildfire management.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] 2. Increased Risk of Other Hazards......................................................................... 3.2.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ Introduction: The Economics of Wildland/WUI Fire ManagementMethodologically, the C+NVC model is appropriate for a variety of spatial scales.
“Methodologically, however, the C+NVC model is appropriate for a variety of spatial scales.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationcitation§ 2.2.2. InsuranceThe consensus of the literature is that smoke from wildland fires has deleterious effects on the health of people exposed to it.
“The consensus of the literature is that smoke from wildland fires has deleterious effects on the health of people exposed to it, but the severity of that effect is still not well understood.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [27] 27. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental management 48(5): 920. 125 source
- cites [28] 28. Butry, David T., et al. 2001. "What is the price of catastrophic wildfire?." Journal of Forestry 99(11): 9- 17. 126 source
- cites [29] 29. Diaz, John M. 2012. "Economic Impacts of Wildfire". Southern Fire Exchange. https://fireadaptednetwork.org/wp-content/uploads/2014/03/economic_costs_of_wildfires.pdf 127
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Interpretationreasoning§ Introduction: The Economics of Wildland/WUI Fire ManagementThe minimum of the C+L model is optimal because for any other combination of primary protection expenditures, more will be spent on management and/or lost to fire damage.
“The minimum is optimal because for any other combination of primary protection expenditures, more will be spent on management and/or lost to fire damage.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationreasoning§ Introduction: The Economics of Wildland/WUI Fire ManagementThe graphical depiction of the C+NVC is less useful for identifying the minimum C+NVC when presuppression expenditures are allowed to remain unconstrained.
“While the graphical depiction of the C+NVC is useful for illustration, it is less so for identifying the minimum C+NVC when presuppression expenditures are allowed to remain unconstrained.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 2.3. SuppressionIn 2013, career fire department expenditures amounted to $41.9 billion, and the value of volunteer (rural) fire departments is estimated at $94.9 billion.
“In 2013, it is estimated that career fire department expenditures amounted to $41.9 billion, and the value of volunteer (rural) fire departments is estimated at $94.9 billion.41”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [41] 41. Johnson, M. D., J. L. Kellermann, and A. M. Stercho. 2010. Pest reduction services by birds in shade and sun coffee in Jamaica. Animal Conservation 13:140-147. 142 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.2.1. Fuels ManagementMcCaffrey's review found that typically a majority of people surveyed in the WUI had implemented defensible space measures.
“McCaffrey 17 in her review of the literature found that typically a majority of people surveyed in the WUI had implemented defensible space measures.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [17] 17. Satterfield, Jamie. 2016. "Teens toying with matches started Tennessee wildfire," USA Today, Dec 9. http://www.usatoday.com/story/news/nation-now/2016/12/09/sources-teens-toying-matches-started- tennessee-wildfire/95223326/
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ Introduction: The Economics of Wildland/WUI Fire ManagementAt the optimal level of intervention, any increase in intervention will not be fully offset by additional avoided damages, while decreases result in damages in excess of the expenditure savings.
“Again, as was the case with the graphical depiction, at the optimal level of intervention, any increase in intervention will not be fully offset by additional avoided damages, while decreases result in damages in excess of the expenditure savings.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.2.3. Disaster AssistanceAccording to FEMA values, a total of $1.551 million in public assistance was disbursed for fire disaster declarations occurring in 2016.
“According to the FEMA values, a total of $1.551 million in public assistance was disbursed for fire disaster declarations occurring in 2016.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [37] 37. Desvousges, W., Smith, V.K., McGivney, M., 1983. A Comparison of Alternative Approaches to Estimating Recreation and Related Benefits of Water Quality Improvements. Economic Analysis Division, US Environmental Protection Agency, Washington, DC. 138
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Introduction: The Economics of Wildland/WUI Fire ManagementDonovan and Rideout reformulate Sparhawk's original C+L model to allow for both primary protection (presuppression) and suppression to be independent inputs into the C+NVC model.
“Donovan and Rideout reformulate Sparhawk's original C+L model to allow for both primary protection ('presuppression') and suppression to be independent inputs into the C+NVC model.7”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [7] 7. Stockmann, Keith, James Burchfield, Dave Calkin, and Tyron Venn. 2010. "Guiding Preventative Wildland Fire Mitigation Policy and Decisions with an Economic Modeling System." Forest Policy and Economics. 12(2): 147-154. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 2.2.3. Disaster AssistanceIn 2016, there were 37 disaster declarations related to fire with FEMA indicating that seven resulted in public assistance.
“In 2016, there were 37 disaster declarations related to fire with FEMA indicating that seven resulted in public assistance:”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [37] 37. Desvousges, W., Smith, V.K., McGivney, M., 1983. A Comparison of Alternative Approaches to Estimating Recreation and Related Benefits of Water Quality Improvements. Economic Analysis Division, US Environmental Protection Agency, Washington, DC. 138
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 2.2.1. Fuels ManagementCalifornia was the only state with active defensible space ordinances and had a participation rate of 91%.
“The notable exception to that was California which was the only state with active defensible space ordinances and where the participation rate was 91 %.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [17] 17. Satterfield, Jamie. 2016. "Teens toying with matches started Tennessee wildfire," USA Today, Dec 9. http://www.usatoday.com/story/news/nation-now/2016/12/09/sources-teens-toying-matches-started- tennessee-wildfire/95223326/
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ 1.1. Wildfire Production (Net Damage) FunctionsThere exists a relatively broad range of literature that has examined the relationship between wildfire behavior and factors including climate and weather, topography, land use and land cover, socio-economics and demographics, fire weather indices, fuel treatment, other wildland/WUI management interventions, law enforcement, and locational characteristics.
“While not a focus of this report, there exists a relatively broad range of literature that has examined the relationship between wildfire behavior and factors, including climate and weather, topography, land use and land cover, socio-economics and demographics, fire weather indices, fuel treatment, other wildland/WUI management interventions, law enforcement, and locational characteristics (e.g.,”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 2.1. PreparednessIn FY2015, preparedness spending exceeded $1.4 billion, split between US Forest Service (78%) and the Department of Interior (22%).
“In FY2015, preparedness spending exceeded $1.4 billion dollars, split between US Forest Service (78 %) and the Department of Interior (22 %).11”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [11] 11. Hall, John R. The Total Cost of Fire in the United States. National Fire Protection Association. 2014. 26 Ibid
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.2.1. Fuels ManagementOver 83,000 prescribed fires treated four million acres in 2015.
“Over 83 000 prescribed fires treated four million acres in 2015.23”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [23] 23. Morton, Douglas C., Megan E. Roessing, Ann E. Camp, and Mary L. Tyrrell. 2003. Assessing the Environmental, Social, and Economic Impacts of Wildfire. GISF Research Paper 001. <http://gisf.yale.edu/sites/default/files/files/wildfire_report(1).pdf> 115 National Fire and Aviation Management Web Applications (FAMWEB). SIT-209. <https://fam.nwcg.gov/fam-web/> 118 Stelloh, Tim. 2015. "Western Wildfires Trigger Evacuations in California, Oregon." NBC News. August 17. <http://www.nbcnews.com/storyline/western-wildfires/western-wildfires-evacuations-power-outages- heavy-smoke-n410761> 119
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ Introduction: The Economics of Wildland/WUI Fire ManagementThe scale of analysis is not often discussed in the C+NVC literature.
“Another issue is the scale of analysis is not often discussed in the C+NVC literature.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ Introduction: The Economics of Wildland/WUI Fire ManagementA smaller scale analysis may fail to account for spatial externalities-impacts to third parties outside the analysis area.
“A smaller scale analysis may also fail to account for spatial externalities-impacts to third parties outside the analysis area.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 2.3. SuppressionAt the federal level, in FY2015, suppression spending exceeded $1.0 billion, split between US Forest Service (70%) and the Department of Interior (30%), with FLAME account appropriations adding another $383 million.
“At the federal level, in FY2015, suppression spending exceeded $1.0 billion dollars, split between US Forest Service (70 %) and the Department of Interior (30 %), with FLAME account appropriations (i.e., wildfire suppression reserve accounts) adding another $383 million.38”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [38] 38. Moore, W., McCarl, B., 1987. Off-site costs of soil erosion: a case study of the Willamette valley. West. J. Agric. Econom. 12 (1): 42-49. 139 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.2.2. InsuranceHall estimates that 21% of multiple-peril homeowners policies are attributable to fire.
“Hall estimates that 21% of multiple-peril homeowners policies are attributable to fire.31”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [31] 31. Mueller, Julie M., John B. Loomis, and Armando González-Cabán. 2009. "Do Repeated Wildfires Change Homebuyers'Demand for Homes in High-Risk Areas? A Hedonic Analysis of the Short-and Long- Term Effects of Repeated Wildfires on House Prices in Southern California." Journal of Real Estate Finance and Economics. 38(2): 155-172. DOI: 10.1007/s11146-007-9083-1. 129 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3.1.1. DeathsAnalitis et al. found that small forest fires had no impact on mortality, while medium and large fires increased the number of respiratory and cardiovascular related deaths.
“For instance, Analitis et al. found that small forest fires had no impact on mortality, while medium and large fires increased the number of respiratory and cardiovascular related deaths. 55”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [55] 55. Barreal, J. and M.L. Loureiro. 2015. "Modelling Spatial Patterns and Temporal Trends of Wildfires in Galicia (NW Spain)." Forest Systems 24(2): 1-18. source
May combine two claims.
Interpretationreasoning§ 3.1.1. DeathsData on civilian mortality due specifically to WUI fires are not available, but treating WUI fires as a subset of wildfires that encroach on populated areas suggests that 13 fatalities per year is a respectable initial estimate.
“Data on civilian mortality due specifically to WUI fires are not available, but treating WUI fires as a subset of wildfires that encroach on populated areas would suggest that the 13 fatalities per year is a respectable initial estimate.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationnone given§ 3.1.1. DeathsThe rate of wildland firefighter deaths per year is higher than civilian deaths, though not by much.
“The rate of wildland firefighter deaths per year is higher, though not by much.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.1. DeathsAn updated version of the report, which included data up to 2006, found a total of 310 deaths over a 17-year period.
“An updated version of the report, which included data up to 2006, found a total of 310 deaths over a 17-year period.51”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [51] 51. Ager, A.A., N.M. Vaillant, M.A. Finney. 2010. "A Comparison of Landscape Fuel Treatment Strategies to Mitigate Wildland Fire Risk in the Urban Interface and Preserve Old Forest Structure." Forest Ecology and Management 259: 1556-1570. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 2.4.2. Science, Research, and DevelopmentIn 2012-2013 there were an estimated 7253 degree granting institutions in the United States with an unknown number of them having fire science programs conducting research on wildland fire.
“In 2012-2013 there were an estimated 7253 degree granting institutions in the United States with an unknown number of them having fire science programs conducting research on wildland fire.foot_19”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites foot_19
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Premisecitation§ 2.4.1. LegalIn 2002, there were 342,372 convicted inmates of which 0.3% were convicted of arson.
“In 2002, there were 342 372 convicted inmates of which 0.3 % were convicted of arson.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [43] 43. Kostas D. Kalabokidis. 2000. Effects of Wildfire Suppression Chemicals on People and the Environment -A Review. Global Nest: The International Journal. 2 (2): 129-137. 146
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 2.4.1. LegalThe wildfire at Great Smoky Mountain National Park in 2016 was set by teens who were later charged with arson.
“The wildfire at Great Smoky Mountain National Park in 2016 was set by teens who were latter charged with arson.42”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [42] 42. Hougner, C., J. Colding, and T. Soderqvist. 2006. Economic valuation of a seed dispersal service in the Stockholm National Urban Park, Sweden. Ecological Economics 59:364-374. 143 Ramanujan, Krishna. 2012. Insect pollinators contribute $29 billion to U.S. farm income. Cornell. http://news.cornell.edu/stories/2012/05/insect-pollinators-contribute-29b-us-farm-income 144 USGS. USGS. Newsletter. 2006. https://pubs.usgs.gov/fs/2006/3015/2006-3015.pdf 145 source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone given§ 2.3. SuppressionWildfires tend to occur in more rural areas, which may have a lower participation rate for data reporting.
“Note that wildfires tend to occur in more rural areas, which may have a lower participation rate for data reporting.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 3.1.1. DeathsThe largest cause of death was vehicle related (23% due to aircraft accidents, 19% related to other vehicles).
“The largest cause of death was vehicle related (23 % due to aircraft accidents, 19 % related to other vehicles).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [50] 50. Adetona, Olorunfemi, et al. 2016. "Review of the health effects of wildland fire smoke on wildland firefighters and the public." Inhalation toxicology 28(3): 95-139. source
May combine two claims.
Premisecitation§ 3.1.1. DeathsRappold et al. found an excess relative risk of 66% and 42% for congestive asthma and congestive heart failure respectively.
“Rappold et al. found an excess relative risk of 66 % and 42 % for congestive asthma and congestive heart failure respectively. 53”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [53] 53. Analitis, Antonis, Ioannis Georgiadis, and Klea Katsouyanni. 2011. "Forest fires are associated with elevated mortality in a dense urban setting." Occupational and environmental medicine: oem-2010. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3.1.1. DeathsIn 2012, an estimated 15 civilians died as a direct result of a wildfire, close to the average of 13 people per year.
“In 2012, an estimated 15 civilians died as a direct result of a wildfire, 49 close to the average of 13 people per year.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [49] 49. Addington, R.N., S.J. Hudson, J.K Hiers, M.D. Hurteau, T.F. Hutcherson, G. Matusick, and J.M. Parker. 2015. International Journal of Wildland Fire 24: 778-783.
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ 3.1.1. DeathsIndividual fire examples are useful in providing evidence of the impact wildfire smoke has on mortality rates, but they are not generalizable across the entire United States.
“Individual fire examples are useful in providing evidence of the impact wildfire smoke has on mortality rates, but they are not generalizable across the entire United States.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationreasoning§ 2.4.1. LegalThis estimate is a lower bound estimate, as it assumes that all defendants use public defenders, which are generally less expensive than a private lawyer.
“This estimate is a lower bound estimate, as it assumes that all defendants use public defenders, which are, generally, less expensive than a private lawyer.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: All defendants use public defenders.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.1. DeathsThe percentages of cause of death remained relatively constant with the addition of the new data.
“The percentages of cause of death remained relatively constant with the addition of the new data.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [51] 51. Ager, A.A., N.M. Vaillant, M.A. Finney. 2010. "A Comparison of Landscape Fuel Treatment Strategies to Mitigate Wildland Fire Risk in the Urban Interface and Preserve Old Forest Structure." Forest Ecology and Management 259: 1556-1570. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ 3.1.1. DeathsParticulate matter less than 2.5 micrometers (PM2.5) and less than 10 micrometers (PM10) are the most commonly researched components of smoke in the literature.
“Particulate matter less than 2.5 micrometers (PM2.5) and less than 10 micrometers (PM10) are the most commonly researched components of smoke in the literature.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.1.1. DeathsThe findings on cardiovascular mortality in firefighters responding to a fire are well documented.
“The findings on cardiovascular mortality in firefighters responding to a fire are well documented.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ 2.4.3. Regulations and Building CodesCalifornia law requires homeowners to clear flammable vegetation within 30 feet of a building.
“For instance, California law requires homeowners to clear flammable vegetation within 30 feet of a building.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone given§ 3.1.1. DeathsSmoke from a fire can be carried hundreds of miles away, and the effects of smoke exposure may persist well after the fire has been extinguished.
“Smoke from a fire can be carried hundreds of miles away, and the effects of smoke exposure may persist well after the fire has been extinguished.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 2.4.2. Science, Research, and DevelopmentIn fiscal year 2016, the USDA reports that approximately $19.8 million was spent on research and development associated with wildland fire management.
“In fiscal year 2016, the USDA reports that approximately $19.8 million was spent on these items.47”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [47] 47. Absher, James D., Jerry J. Vaske, and Lori B. Shelby. 2010. Residents' Responses to Wildland Fire Programs: A Review of Cognitive and Behavioral Studies. DIANE Publishing. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.1. DeathsThese values increased to 85% and 124% respectively when incorporating socio-economic factors.
“These values increased to 85 % and 124 % respectively when incorporating socio-economic factors.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [53] 53. Analitis, Antonis, Ioannis Georgiadis, and Klea Katsouyanni. 2011. "Forest fires are associated with elevated mortality in a dense urban setting." Occupational and environmental medicine: oem-2010. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown data§ 3.1.1. DeathsHistorically, civilian casualties due to wildfires have been relatively low.
“Historically speaking, the civilian casualties due to wildfires have been relatively low.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ 3.1.1. DeathsWildfire smoke contains several chemicals that can possibly cause adverse health effects.
“Wildfire smoke contains several chemicals that can possibly cause adverse health effects.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 2.4.1. LegalAn additional 178,035 inmates were unconvicted with 0.5% being charged with arson.
“An additional 178 035 inmates were unconvicted with 0.5 % being charged with arson.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [43] 43. Kostas D. Kalabokidis. 2000. Effects of Wildfire Suppression Chemicals on People and the Environment -A Review. Global Nest: The International Journal. 2 (2): 129-137. 146
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3.1.1. DeathsOf these deaths, 29% were a result of burnover and 21% were heart attacks.
“Of these deaths, 29 % were a result of burnover and 21 % were heart attacks.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [50] 50. Adetona, Olorunfemi, et al. 2016. "Review of the health effects of wildland fire smoke on wildland firefighters and the public." Inhalation toxicology 28(3): 95-139. source
May combine two claims.
Premisecitation§ 3.1.4. Structure and InfrastructureAccording to NIFC, 4312 structures were destroyed by wildfires in 2016, but it does not provide a dollar estimate.
“According to NIFC, a total of 4312 structures were destroyed by wildfires in 2016, but it does not provide a dollar estimate of the losses.85”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [85] 85. Gorte, Ross. 2013. "The Rising Cost of Wildfire Protection," Headwater Economics.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationcitation§ 3.1.1. DeathsThese findings are aligned with what is found in the literature survey of Liu et al., although they found that cardiovascular related deaths had mixed evidence for a significant effect.
“These findings are aligned with what is found in the literature survey of Liu et al, although they found that cardiovascular related deaths had mixed evidence for a significant effect. 56”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [56] 56. Benda, Lee, et al. 2003. "Effects of post-wildfire erosion on channel environments, Boise River, Idaho." Forest Ecology and Management 178(1): 105-119. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.1. DeathsAnalitis et al. noted that PM concentrations were not sufficient to completely explain their findings.
“Analitis et al. noted that PM concentrations were not sufficient to completely explain their findings.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [55] 55. Barreal, J. and M.L. Loureiro. 2015. "Modelling Spatial Patterns and Temporal Trends of Wildfires in Galicia (NW Spain)." Forest Systems 24(2): 1-18. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.3. Psychological ImpactsThese effects have been observed to last long after the fire, with 40% showing signs up to 1.5 years after the event.
“These effects have been observed to last long after the fire, with 40 % showing signs up to 1.5 years after the event. 78”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [78] 78. Doris J. James, "Profile of Jail Inmates,2002," Bureau of Justice Statistics Special Report, October 12, 2004, https://www.bjs.gov/content/pub/pdf/pji02.pdf FEMA. "Disaster Relief Fund: Monthly Report," https://www.fema.gov/media- library/assets/documents/31789
Not checked in the free run.
May combine two claims.
Premisecitation§ 3.1.3. Psychological ImpactsRates of PTSD among firefighters range from 13% to 20%, with 20% experiencing burnout.
“Rates of PTSD among firefighters range from 13 % 79 to 20 %, 80 with 20 % experiencing burnout 81 .”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [79] 79. FEMA. "Tennessee Wildfires (DR-4293)." https://www.fema.gov/disaster/4293 FEMA. Disaster Declarations, https://www.fema.gov/disasters
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [80] 80. Fernandes, P.M., and H.S. Botelho. 2003. "A Review of Prescribed Burning Effectiveness in Fire Hazard Reduction." International Journal of Wildland Fire 12: 117- 128. source
- cites [81] 81. Ferreira-Leite, F., A. Bento-Goncalves, A. Vieira, A. Nunes, and L. Lourenco. 2016. "Incidence and Recurrence of Large Forest Fires in Mainland Portugal." Natural Hazards 84: 1035-1053. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3.1.1. DeathsThis finding is corroborated by Adetona et al. while Kochi et al. found that there were 133 excess deaths in the 2003 southern California wildfires due to cardiorespiratory causes.
“This finding is corroborated by Adetona et al. 57 while Kochi et al. found that there were 133 excess deaths in the 2003 southern California wildfires due to cardiorespiratory causes. 58”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [57] 57. Britton, Carla Lea. 2010. "Risk factors for injury among federal wildland firefighters in the United States." source
- cites [58] 58. Brosofske, K.D., D.T. Cleland, and S.C. Saunders. 2007. "Factors Influencing Modern Wildfire Occurrence in the Mark Twain National Forest, Missouri." Southern Journal of Applied Forestry 31(2): 73-84. source
May combine two claims.
Premisecitation§ 3.1.2. Injuries and Health ImpactsCardiovascular symptoms and birth weight showed inconsistent results in the literature.
“Cardiovascular symptoms (six significant findings out of 14 studies) and birth weight (one significant finding out of two studies) showed inconsistent results in the literature.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [67] 67. Coffman, Makena, and Ilan Noy. 2012. "Hurricane Iniki: measuring the long-term economic impact of a natural disaster using synthetic control." Environment and Development Economics 17(2): 187-205. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.2. Injuries and Health ImpactsThe same paper estimated the total cost due to fatalities and injuries in wildfires as roughly $148 million.
“The same paper estimated the total cost due to fatalities and injuries in wildfires as roughly $148 million.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [64] 64. California Department of Forestry and Fire Protection. 2015 Wildfire Activity Statistics. 2016.
Not checked in the free run.
May combine two claims.
Premisecitation§ 3.1.2. Injuries and Health ImpactsHigher instances of asthma attacks, coughing, wheezing, other respiratory symptoms, and medication use were commonly reported.
“Higher instances of asthma attacks were commonly reported, along with coughing, wheezing, and other respiratory symptoms, as well as dispensation or use of medication.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [67] 67. Coffman, Makena, and Ilan Noy. 2012. "Hurricane Iniki: measuring the long-term economic impact of a natural disaster using synthetic control." Environment and Development Economics 17(2): 187-205. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Economic Losses:It is estimated that 95% of the Chisolm fire health impact value was due to increased mortality risk.
“It is estimated that 95 % of this value was due to increased mortality risk.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [70] 70. D'Andrea, M., P. Fiorucci, and T.P. Holmes. 2010. "A Stochastic Forest Fire Model for Future Land Cover Scenarios Assessment." Natural Hazards Earth Systems Sciences 10: 2161-2167. source
May combine two claims.
Premisecitation§ 3.1.1. DeathsAlthough most literature focuses on all firefighters, or only urban firefighters, Liu et al. found that the respiratory effects for wildland firefighters were similar to urban firefighters.
“Although most literature focuses on all firefighters, or only urban firefighters, the work of Liu et al. found that the respiratory effects for wildland firefighters were similar to urban firefighters. 59”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [59] 59. Bühler, M.D., M. Curth, and L.A. Garibaldi. 2013. "Demography and Socioeconomic Vulnerability Influence Fire Occurrence in Bariloche (Argentina)." Landscape and Urban Planning 110: 64-73. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesWhile the benefits and value of natural amenities are well understood at a national level, the effects of wildland and WUI fires are not well documented.
“While the benefits and value of natural amenities are well understood at a national level, the effects of wildland and WUI fires are not well documented.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesA travel cost study on the impact of wildland and prescribed fires in New Mexico by Hesselna et al. found that the value of a forest in terms of trips after a fire was not only dependent on time, but also the reason for the trip.
“A travel cost study on the impact of wildland and prescribed fires in New Mexico by Hesselna et al. found that the value of a forest in terms of trips after a fire was not only dependent on time, but also the reason for the trip.127”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [127] 127. Mangan, Richard. 1999. "Wildland Fire Fatalities in the United States." https://www.fs.fed.us/fire/safety/ref_material/content/fatalities.pdf
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.1.7. Agriculture LossIn 2017, agriculture losses due to a fire in Texas were estimated at $21 million.
“In 2017, agriculture losses due to a fire in Texas were estimated at $21 million.101”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [101] 101. Hougner, C., J. Colding, and T. Soderqvist. 2006. Economic valuation of a seed dispersal service in the Stockholm National Urban Park, Sweden. Ecological Economics 59:364- 374. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesThe total economic value of the National Park Service is estimated at roughly $92 billion at a minimum.
“The total economic value of the National Park Service is estimated at roughly $92 billion dollars at a minimum.121”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [121] 121. Lindell, Michael, Jung Eun Kang, and Carla Prater. 2011. "The Logistics of Household Hurricane Evacuation." Natural Hazards. 58: 1093-1109. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.1. General Economic ImpactsA study on low-intensity hurricanes from 1996 to 1998 estimated an average of $79 billion in lost output due to business interruption.
“A study on low-intensity hurricanes from 1996 to 1998 estimated an average of $79 billion in lost output due to business interruption.foot_28”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites foot_28
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Unknown-Vegetation Loss:An estimate of total erosion costs per year (including agricultural erosion) from Pimentel et al. is around $45 billion.
“An estimate of total erosion costs per year (including agricultural erosion) from Pimentel et al. puts the value at around $45 billion dollars. 89”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [89] 89. Groen, Amy H., and Scott W. Woods. 2008. "Effectiveness of aerial seeding and straw mulch for reducing post-wildfire erosion, north-western Montana, USA." International Journal of Wildland Fire 17(5): 559-571. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.4. Accelerated Economic Decline of CommunityThe study finds no evidence of the Hayman fire having an impact on the regional economy (in terms of wages, employment, and retail sales).
“The study finds no evidence of the Hayman fire having an impact on the regional economy (in terms of wages, employment, and retail sales).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [117] 117. Kyle, Gerard T., Gene L. Theodori, James D. Absher, and Jinhee. 2010. "The Influence of Home and Community Attachment on Firewise Behavior." Society & Natural Resources. 23(11): 1075-1092. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesThe value per trip increased for hikers as the forest recovered from a crown fire.
“but the value per trip increased for hikers”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [127] 127. Mangan, Richard. 1999. "Wildland Fire Fatalities in the United States." https://www.fs.fed.us/fire/safety/ref_material/content/fatalities.pdf
Not checked in the free run.
May combine two claims.
Premisecitation§ Population Decline:Eighteen years after Hurricane Iniki, Coffman and Noy estimated that Kauai had a 12% smaller population than had the hurricane not occurred, with a proportional loss of jobs.
“Eighteen years after landfall Coffman and Noy estimated that the island had a 12 % smaller population than had the hurricane not occurred, with a proportional loss of jobs.106”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [106] 106. Jones, Benjamin et al. 2016. "Wildfire Smoke Health Costs: A Methods Case Study for a Southwestern US 'Mega-Fire'." Journal of Environmental Economics and Policy. 5(2): 181-199. http://www.tandfonline.com/doi/full/10.1080/21606544.2015.1070765 source
May combine two claims.
Premisecitation§ 3.1.6. Timber and Agriculture LossDuring 1998, 499,000 acres were burned in Florida, resulting in between $709.42 and $1212.42 per acre.
“During that year, 499 000 acres were burned in Florida, resulting in between $709.42 and $1212.42 per acre.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [98] 98. Holmes, T.P., and D.E. Calkin. 20134. "Econometric Analysis for Fire Suppression Production Functions for Large Wildland Fires." International Journal of Wildland Fire 22: 246-255.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesTravel cost analysis puts the consumer surplus per trip from $52.58 to $193.74 in Mendes et al.
“and from $52.58 to $193.74 in Mendes et al. 124”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [124] 124. Loomis, John, et al. 2000. "Measuring the total economic value of restoring ecosystem services in an impaired river basin: results from a contingent valuation survey." Ecological Economics 33(1): 103-117. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesThe difference in value of National Park Service geographic holdings beyond recreational use is made up in the value American households place on knowing these lands exist and will exist for subsequent generations.
“The difference is made up in the”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [122] 122. Liu, Diane, et al. 1992. "The effect of smoke inhalation on lung function and airway responsiveness in wildland fire fighters." American Review of Respiratory Disease 146: 1469-1469. source
May combine two claims.
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesBoth hikers and mountain bikers typically saw a decrease in the number of trips per hiker as the forest recovered from a crown fire.
“Both hikers and mountain bikers typically saw a decrease in the number of trips per hiker as the forest recovered from a crown fire”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [127] 127. Mangan, Richard. 1999. "Wildland Fire Fatalities in the United States." https://www.fs.fed.us/fire/safety/ref_material/content/fatalities.pdf
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.6. Psychological Impacts from Lost AmenitiesOf the $62 billion related to geographic holdings of the National Park Service, less than half represents recreational use.
“Of the $62 billion related to geographic holdings, less than half represents recreational use.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [122] 122. Liu, Diane, et al. 1992. "The effect of smoke inhalation on lung function and airway responsiveness in wildland fire fighters." American Review of Respiratory Disease 146: 1469-1469. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesNational estimates for insect pollination are around $29 billion in farm income in 2010.
“National estimates for insect pollination are around $29 billion in farm income in 2010.143”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [143] 143. pdf National Interagency Fire Center. "Prescribed Fires and Acres by Agency." https://www.nifc.gov/fireInfo/fireInfo_stats_prescribed.html. Accessed 10 July 2017.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesThe ability of birds to naturally reseed has been valued at $2115 to $9450 per hectare based on a study for Eurasian Jays in Stockjolm National Urban Park in Sweden.
“The ability of birds to naturally reseed has been valued at $2115 to $9450 per hectare based on a study for Eurasian Jays in Stockjolm National Urban Park in Sweden.142”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [142] 142. National Association of Insurance Commissioners. 2017 "Dwelling Fire, Homeowners Owner-Occupied, and Homeowners Tenant and Condominium/Cooperative Unit Owner's Insurance Report: Data for 2014." National Association of Realtors. Existing-Home Sales. <https://www.nar.realtor/topics/existing-home-sales> National Fire and Aviation Management Web Applications (FAMWEB). SIT-209. <https://fam.nwcg.gov/fam-web/> National Interagency Coordination Center. Wildland Fire Summary and Statistics Annual Report: 2016. https://www.predictiveservices.nifc.gov/intelligence/2016_Statssumm/annual_report_201 source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ 3.2.9. Loss of Ecosystem ServicesWatershed health and river fauna are well represented in the literature.
“Watershed health and river fauna are well represented in the literature.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3.2.7. Housing Market ImpactThomas and Butry estimate that an additional 2.5 million residential structures were within the vicinity of two or more fires or 247 500 per year on average.
“An additional 2.5 million were within the vicinity of two or more fires or 247 500 per year on average.131”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [131] 131. Mercer, D.E., J.P. Prestemon, D.T. Butry, and J.M. Pye. 2007. "Evaluating Alternative Prescribed Burning Policies to Reduce Net Economic Damages from Wildfire." American Journal of Agricultural Economics 89(1): 63-77. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Interpretationreasoning§ 3.2.7. Housing Market ImpactImpacts on residential sales prices are likely to vary from region to region.
“Impacts are likely to vary from region to region.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesLoomis et al. found that the willingness to pay for better watershed services using a contingent valuation survey for a 45-mile section of the Platte river.
“Loomis et al. found that the willingness to pay for better watershed services using a contingent valuation survey for a 45-mile section of the Platte river.136”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [136] 136. Moore, D., Copes, R., Fisk, R., Joy, R., Chan, K., & Brauer, M. 2006. Population health effects of air quality changes due to forest fires in British Columbia in 2003: estimates from physician-visit billing data. Canadian Journal of Public Health/Revue Canadienne de Sante'e Publique, 105-108. source
May combine two claims.
Premisenone given§ 3.2.9. Loss of Ecosystem ServicesSpecific studies exist for local regions, not all of which fall within the United States.
“Specific studies exist for local regions, not all of which fall within the United States.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesSimilar studies found $196 million per person annually for lake preservation.
“Similar studies found $196 million per person annually for lake preservation, 137”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [137] 137. Moore, W., McCarl, B., 1987. Off-site costs of soil erosion: a case study of the Willamette Valley. West. J. Agric. Econom. 12 (1): 42-49. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.2.8. Interference with Military OperationsThere is not a public database that tracks the total cost of military wildfire incidents.
“there is not a public database that tracks the total cost of these incidents.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactMueller et al. estimate that an initial wildfire incident reduces house prices by about 10 %.
“Mueller et al. estimate that an initial wildfire incident reduces house prices by about 10 %”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [128] 128. McCaffrey, Sarah. "Crucial Factors Influencing Public Acceptance of Fuels Treatments." 2009. http://www.treesearch.fs.fed.us/pubs/download/36075.pdf.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactOther research has suggested that homebuyers are, largely, unaware of wildfire risk.
“However, other research has suggested that homebuyers are, largely, unaware of wildfire risk.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactIn the Champ et al. study, only 13 % identified themselves as being in an extreme or high risk area when in fact it was 27 %.
“Only 13 % identified themselves as being in an extreme or high risk area when in fact it was 27 %.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [129] 129. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental Management 48(5): 920. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesFor coffee farms in Jamaica, birds have been found to elevate farm income by $310 per hectare-year by eating crop damaging insects.
“and $310 per hectare-year 141 by eating crop damaging insects.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [141] 141. National Association of Insurance Commissioners. "Statistical Compilation of Annual Statement Information for Property/Casualty Insurance Companies in 2015." 2017.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactProximity to dangerous topography was associated with an increase in the sales price of a home.
“This paper also identified that proximity to dangerous topography was, actually, associated with an increase in the sales price of a home”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [129] 129. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental Management 48(5): 920. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactThomas and Butry estimate that between 2001 and 2010 4.8 million residential structures were within the vicinity of a wildfire or 481 800 per year on average.
“Thomas and Butry estimate that between 2001 and 2010 4.8 million residential structures were within the vicinity of a wildfire or 481 800 per year on average.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [131] 131. Mercer, D.E., J.P. Prestemon, D.T. Butry, and J.M. Pye. 2007. "Evaluating Alternative Prescribed Burning Policies to Reduce Net Economic Damages from Wildfire." American Journal of Agricultural Economics 89(1): 63-77. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesSimilar studies found $526 to preserve the Mono Lake ecosystem.
“$526 to preserve the Mono Lake ecosystem, 138”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [138] 138. Moreira, F., F.X. Catry, F. Rego, and F. Bacao. 2010. "Size-Dependent Pattern of Wildfire Ignitions in Portugal: When Do Ignitions Turn into Big Fires?" Landscape Ecology 25: 1405-1417. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone given§ 3.2.9. Loss of Ecosystem ServicesVarious other studies on localized valuations exist in the literature.
“Various other studies on localized valuations exist in the literature.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesIt is not reasonable to assume that the significant factors in the New Mexico study are relevant nationwide.
“nor is it reasonable to assume that the significant factors in the New Mexico study are relevant nationwide.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactIn the Champ et al. study, homeowners tended to underestimate their wildfire risk with 21 % believing they had a low risk when in fact only 1 % had a low risk.
“In the same study, homeowners tended to underestimate their wildfire risk with 21 % believing they had a low risk when in fact only 1 % had a low risk.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [129] 129. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental Management 48(5): 920. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesNo national assessments of the overall losses in tourism value due to wildfire exist.
“No national assessments of the overall losses in tourism value due to wildfire exist”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactMueller et al. estimate that a second fire reduces house prices by nearly 23 %.
“while a second fire reduces house prices by nearly 23 %.128”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [128] 128. McCaffrey, Sarah. "Crucial Factors Influencing Public Acceptance of Fuels Treatments." 2009. http://www.treesearch.fs.fed.us/pubs/download/36075.pdf.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesFor coffee farms in Jamaica, birds have been found to elevate farm income by $75 per hectare-year by eating crop damaging insects.
“For coffee farms in Jamaica, birds have been found to elevate farm income by $75 per hectare-year 140”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [140] 140. Mueller, Julie M., John B. Loomis, and Armando González-Cabán. 2009. "Do Repeated Wildfires Change Homebuyers' Demand for Homes in High-Risk Areas? A Hedonic Analysis of the Short-and Long-Term Effects of Repeated Wildfires on House Prices in Southern California." Journal of Real Estate Finance and Economics. 38(2): 155-172. DOI: 10.1007/s11146-007-9083-1. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Interpretationnone given§ 3.2.6. Psychological Impacts from Lost AmenitiesNo estimates for other reasons for visits (camping, day trips) were found.
“No estimates for other reasons for visits (camping, day trips) were found”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationreasoning§ 3.2.9. Loss of Ecosystem ServicesThese losses culminate in the loss of ecosystem services for the WUI region.
“These losses culminate in the loss of ecosystem services for the WUI region.”
Quote in the paperNot a substantial claim- Rests on an assumption: WUI and wildland fires destroy habitat, vital ecological features, and kill or displace local wildlife for potentially significant periods of time.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.9. Loss of Ecosystem ServicesSimilar studies found $415 per person to increase Salmon in the San Joaquin river.
“$415 per person to increase Salmon in the San Joaquin river.139”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [139] 139. Morton, Douglas C., Megan E. Roessing, Ann E. Camp, and Mary L. Tyrrell. 2003. Assessing the Environmental, Social, and Economic Impacts of Wildfire. GISF Research Paper 001. <http://gisf.yale.edu/sites/default/files/files/wildfire_report(1).pdf>
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.8. Interference with Military OperationsMilitary operations have developed wildland fire management plans such as the one for training lands for the US Army in Hawaii.
“Military operations have even developed wildland fire management plans such as the one for training lands for the US Army in Hawaii.134”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [134] 134. Moody, John A., Deborah A. Martin, and Susan H. Cannon. 2008. "Post-wildfire erosion response in two geologic terrains in the western USA." Geomorphology 95(3): 103-118. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.8. Interference with Military OperationsIn 2015, a military flare ignited a wildfire at Camp Grayling in Michigan.
“In 2015, a military flare ignited a wildfire at Camp Grayling in Michigan.133”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [133] 133. Miller, C., and A.A. Ager. 2013. "A Review of Recent Advances in Risk Analysis for Wildfire Management." International Journal of Wildland Fire 22: 1-14. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactDonovan et al. illustrated that the dissemination of wildfire risk information can reverse the relationship between proximity to dangerous topography and sales price.
“however, Donovan et al. illustrated that the dissemination of wildfire risk information can reverse this relationship.130”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [130] 130. Mendes, I. 2010. "A Theoretical Economic Model for Choosing Efficient Wildfire Suppression Strategies." Forest Policy and Economics 12: 323-329. source
May combine two claims.
Interpretationreasoning§ 3.2.9. Loss of Ecosystem ServicesDespite the availability of individual studies, determining a national value is difficult due to the absence of nation-wide studies, and the localized nature of the services in question.
“Despite the availability of individual studies, determining a national value is difficult due to the absence of nation-wide studies, and the localized nature of the services in question.”
Quote in the paperNot a substantial claim- Rests on an assumption: Ecosystem services are difficult to quantify in terms of monetary value.
May combine two claims.
Premisecitation§ 3.2.10. Increased Risk of Other HazardsFollowing a fire, there are increased risks for flooding, debris flow, landslides, invasive species, erosion, and altered water quality.
“Following a fire, there are increased risks for flooding, debris flow, landslides, invasive species, erosion, and altered water quality.144”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [144] 144. National Interagency Fire Center. 2016. Wildland Fire Summary and Statistics Annual Report. https://www.predictiveservices.nifc.gov/intelligence/2016_Statssumm/intro_summary16. pdf National Wildlife Federation. 2017. "Ecosystem Services." https://www.nwf.org/Wildlife/Wildlife-Conservation/Ecosystem-Services.aspx
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.7. Housing Market ImpactThe National Association of Realtors estimates the mean sales price for a home in 2015 was $267 300.
“Additionally, the National Association of Realtors estimates the mean sales price for a home in 2015 was $267 300.132”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [132] 132. Mercer, D.E., and J.P. Prestemon. 2005. "Comparing Production Function Models for Wildfire Risk Analysis in the Wildland-Urban Interface." Forest Policy and Economics 7: 782-795. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone given§ 3.2.10. Increased Risk of Other HazardsBurned debris and chemicals affect water quality.
“Burned debris and chemicals affect water quality.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsPilots deploying the chemical have noted eye and nasal irritation, though chemical levels were below threshold values.
“Pilots deploying the chemical have noted eye and nasal irritation, though chemical levels were below threshold values.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [148] 148. Pope III, C. Arden, et al. 2002. "Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution." Jama 287(9): 1132-1141. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.2.11. Decreased Tax BaseThere is not a database tracking information on the impact that wildfires have on tax bases.
“Additionally, there is not a database tracking this type of information.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone given§ 3.2.12. Health and Environmental Impacts from Fire RetardantsAll studies focused on short-term effects, with no mention of the long-term effects of exposure.
“All studies focused on short-term effects, with no mention of the long-term effects of exposure.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsThere is little impact of fire retardants on air quality, and no impact on human health unless chemical is deployed directly on people.
“There is little impact on air quality, and no impact on human health unless chemical is deployed directly on people.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [148] 148. Pope III, C. Arden, et al. 2002. "Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution." Jama 287(9): 1132-1141. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisereasoning§ 3.2.10. Increased Risk of Other HazardsBAER teams develop reports on the conditions that a wildfire has created.
“In addition to creating a plan of action, these teams also develop reports on the conditions that a wildfire has created.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.2.11. Decreased Tax BaseThere is not a strong understanding of the impact that wildfires have on tax bases.
“There is not a strong understanding of the impact that wildfires have on tax bases.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Premisenone given§ 3.2.11. Decreased Tax BaseHousing prices can be impacted by wildfires.
“Housing prices can be impacted by wildfires”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone given§ 3.2.10. Increased Risk of Other HazardsThere is no national aggregated database tracking the occurrence of post fire incidents nor is there any national cost data associated with these incidents.
“There is no national aggregated database tracking the occurrence of post fire incidents nor is there any national cost data associated with these incidents.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ 3.2.11. Decreased Tax BaseIt is not clear to what extent wildfires impact housing assessments and taxes.
“however, it is not clear to what extent it impacts housing assessments and taxes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone given§ 3.2.12. Health and Environmental Impacts from Fire RetardantsWhile the toxicity of fire retardants to aquatic ecosystems is established, the overall impacts, economically and in practice, of these effects are not well documented.
“While the toxicity of fire retardants to aquatic ecosystems is established, the overall impacts, economically and in practice, of these effects are not well documented.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone given§ 3.2.10. Increased Risk of Other HazardsBurned Area Emergency Rehabilitation (BAER) teams have been developed in order to address these post-fire risks.
“Burned Area Emergency Rehabilitation (BAER) teams have been developed in order to address these post-fire risks.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsOne study found ammonia to be the primary cause of toxicity to aquatic ecosystems.
“One study found ammonia to be the primary cause, 150”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [150] 150. Prestemon, J.P., and D.T. Butry. 2005. "Time to Burn: Modeling Wildland Arson as an Autoregressive Crime Function." American Journal of Agricultural Economics 87(3): 756-770. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsThe cause of eye and nasal irritation in pilots may simply be the chemical odor.
“The cause in these cases may simply be the chemical odor.148”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [148] 148. Pope III, C. Arden, et al. 2002. "Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution." Jama 287(9): 1132-1141. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsCalfee and Little found the CTS-R chemical to be phototoxic to fathead minnows.
“while Calfee and Little found the CTS-R chemical to be phototoxic to fathead minnows.151”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [151] 151. Prestemon, J.P., J.M. Pye, D.T. Butry, T.P. Holmes, and D.E. Mercer. 2002. "Understanding Broadscale Wildfire Risks in a Human-Dominated Landscape." Forest Science 48(4): 685-693. source
May combine two claims.
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsThe effects of fire retardants on terrestrial ecosystems is negligible based on actual use, though some plants may be more sensitive.
“The effects on terrestrial ecosystems is negligible based on actual use, 145,146 though some plants may be more sensitive.147”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [145] 145. Neary, Daniel G., Gerald J. Gottfried, and Peter F. Ffolliott. 2003 "Post-wildfire watershed flood responses." Proceedings of the 2nd International Fire Ecology Conference, Orlando, Florida. NFPA. 2014. "Intentional Fires," April. http://www.nfpa.org/news-and-research/fire- statistics-and-reports/fire-statistics/fire-causes/arson-and-juvenile-firesetting/intentional- fires
Not checked in the free run.
- cites [146] 146. Pfurtscheller, C and R Schwarze. 2008. "Estimating the Costs of Emergency Services During Flood Events." 4th International Symposium on Flood Defence: Managing Flood Risk, Reliability, and Vulnerability. Toronto, Canada.
Checked before — its earlier verdict is held back until a new check runs.
- cites [147] 147. Pimentel, David, et al. 1995. "Environmental and economic costs of soil erosion and conservation benefits." Science-AAAS-Weekly Paper Edition 267.5201: 1117-1122. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone given§ 3.2.12. Health and Environmental Impacts from Fire RetardantsThe health and environmental impacts of the fire retardants used in fighting WUI and wildland fires are well understood.
“The health and environmental impacts of the fire retardants used in fighting WUI and wildland fires are well understood.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ 3.2.12. Health and Environmental Impacts from Fire RetardantsThe overall effect of fire retardants on people is throat irritation and breathing difficulty due to ammonia gas release, although these are usually temporary in nature.
“The overall effect is throat irritation and breathing difficulty due to ammonia gas release, although these are usually temporary in nature.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [148] 148. Pope III, C. Arden, et al. 2002. "Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution." Jama 287(9): 1132-1141. source
The authors state this as an assumption.
Each of the 3.2 million residential structures at risk of wildfire required 0.366 acres of defensible space (the average lot size for a new home).
“Assuming that each of these structures required 0.366 acres of defensible space (the average lot size for a new home 21 )”
The authors state this as an assumption.
91% of the structures have implemented defensible space, as seen in California.
“that 91 % of the structures have implemented defensible space, as seen in California”
The authors state this as an assumption.
Montana estimates apply nationally.
“and that Montana estimates apply nationally”
The authors state this as an assumption.
The cost of wildfire prevention and suppression is proportional to the incident volume of fire involving wildland fuels.
“An approximation can be calculated assuming the cost of wildfire prevention and suppression is proportional to the incident volume of fire involving wildland fuels.”
The authors state this as an assumption.
The proportion of wildfire arsonists in jail is similar to the proportion of those in prison.
“The prison estimate assumes that the proportion of wildfire arsonists in jail is similar to the proportion of those in prison.”
The authors state this as an assumption.
The cost of inmates in jail is the same as the cost of federal inmates.
“assuming that the cost of inmates in jail pose the same cost”
The authors state this as an assumption.
All defendants use public defenders.
“it assumes that all defendants use public defenders”
The authors state this as an assumption.
The number of firefighters mobilized in 2015 (30,000) represents the exposed firefighter population for a year.
“Assuming that this number represents the exposed firefighter population for a year”
The authors state this as an assumption.
The cost of PTSD treatment is $4075 based on estimates for military personnel.
“assuming that the cost of PTSD treatment is $4075 83 based on estimates for military personnel”
The authors state this as an assumption.
The average annual CO2 emissions from Wiedinmyer and Neff hold (total emissions are 293 Tg CO2 per year).
“Assuming then that the averages hold (the total emissions are 293 Tg CO2 per year)”
The authors state this as an assumption.
CO2 emissions from structural fires are dwarfed by those in wildland fires.
“CO2 emissions from structural fires are dwarfed by those in wildland fires”
The authors state this as an assumption.
WUI fires are not separated out in the carbon estimate.
“WUI fires are not separated out”
The authors state this as an assumption.
Timber proportions in Florida are the same nationally and timber costs are similar.
“This calculation makes the strong assumption that the timber proportions in Florida are the same nationally and that the timber costs are similar as well”
The paper relies on this without support.
Loss of natural amenities can affect people emotionally and mentally.
“These features can also have effect people emotionally and mentally, typically through the loss of the natural beauty of the region.”
The paper relies on this without support.
The risk of disaster tends to have an impact on the value of housing in the at-risk area.
“The risk of disaster tends to have an impact on the value of housing in the at-risk area.”
The paper relies on this without support.
The southern California house price reduction estimate from Mueller et al. is representative enough to approximate national residential sales price impact.
“The estimate above relies on a study of southern California.”
The paper relies on this without support.
A decrease in housing value leads to a decrease in the tax base.
“A subsequent impact of a decrease in housing value is a decrease in the tax base.”
The paper relies on this without support.
The state average property tax rates from the Tax Foundation apply to the wildfire-induced housing price decrease.
“Applying these rates to the price decrease discussed in Section 3.2.7,there is between $79.2 million and $673.2 million in decreased property tax.”
The paper relies on this without support.
WUI and wildland fires destroy habitat, vital ecological features, and kill or displace local wildlife for potentially significant periods of time.
“WUI and wildland fires destroy habitat, vital ecological features, and kill or displace local wildlife for potentially significant periods of time.”
The paper relies on this without support.
Ecosystem services are difficult to quantify in terms of monetary value.
“Generally speaking, ecosystem services are difficult to quantify in terms of monetary value.”
The paper relies on this without support.
The various cost and loss estimates from different sources and years can be summed and combined into low/high ranges to produce a meaningful national total.
“The total of annualized costs and losses of wildfire, as seen in Table 4.3, is between $71.1 and $347.8 billion.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Evacuation-cost table gives two different dollar years
MinorThe text says the estimates are in 1998 USD, but the heading of the table containing them specifies 1988 dollars.
“This approach yields the following estimates for hurricane evacuation costs (in 1998 USD), reproduced from Whitehead, Table 9 (see Table 3.1).”
“Table 3.1: Hurricane Evacuation Costs ($1988)”
Cites
Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution
Pope III, C. A. (2002) · JAMA · doi:10.1001/jama.287.9.1132 · Cited by 8,447 · see citing works
Environmental and economic costs of soil erosion and conservation benefits
Pimentel, D., Harvey, C., Resosudarmo, P., Sinclair, K., Kurz, D., McNair, M., Crist, S., Shpritz, L., Fitton, L., Saffouri, R., et al. (1995) · Science · doi:10.1126/science.267.5201.1117 · Cited by 2,861 · see citing works
Statistical Efficiency of Double‐Bounded Dichotomous Choice Contingent Valuation
Hanemann, M., Loomis, J., & Kanninen, B. (1991) · American Journal of Agricultural Economics · doi:10.2307/1242453 · Cited by 1,824 · see citing works
Estimated Global Mortality Attributable to Smoke from Landscape Fires
Johnston, F. H., Henderson, S. B., Chen, Y., Randerson, J. T., Marlier, M., DeFries, R. S., Kinney, P., Bowman, D. M. J. S., & Brauer, M. (2012) · Environmental Health Perspectives · doi:10.1289/ehp.1104422 · Cited by 852 · see citing works
NATIONAL FIRE PROTECTION ASSOCIATION
Branion, H. D. (1975) · Poultry Science · doi:10.3382/ps.0542138c · Cited by 812 · see citing works
Loomis, J., Kent, P., Strange, L., Fausch, K., & Covich, A. (2000) · Ecological Economics · doi:10.1016/s0921-8009(99)00131-7 · Cited by 789 · see citing works
Reconstruction of New Orleans after Hurricane Katrina: A research perspective
Kates, R. W., Colten, C. E., Laska, S. B., & Leatherman, S. P. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605726103 · Cited by 731 · see citing works
A review of prescribed burning effectiveness in fire hazard reduction.
Fernandes, P. M., & Botelho, H. S. (2003) · International Journal of Wildland Fire · doi:10.1071/wf02042 · Cited by 718 · see citing works
A systematic review of the physical health impacts from non-occupational exposure to wildfire smoke
Liu, J. C., Pereira, G., Uhl, S. A., Bravo, M. A., & Bell, M. L. (2015) · Environmental Research · doi:10.1016/j.envres.2014.10.015 · Cited by 685 · see citing works
Human influence on California fire regimes
Syphard, A. D., Radeloff, V. C., Keeley, J. E., Hawbaker, T. J., Clayton, M. K., Stewart, S. I., & Hammer, R. B. (2007) · Ecological Applications · doi:10.1890/06-1128.1 · Cited by 661 · see citing works
The Need to Quantify Ecosystem Services Provided by Birds
Wenny, D. G., DeVault, T. L., Johnson, M. D., Kelly, D., Sekercioglu, C. H., Tomback, D. F., & Whelan, C. J. (2011) · The Auk · doi:10.1525/auk.2011.10248 · Cited by 420 · see citing works
Uncertainty and risk in wildland fire management: A review
Thompson, M. P., & Calkin, D. E. (2011) · Journal of Environmental Management · doi:10.1016/j.jenvman.2011.03.015 · Cited by 343 · see citing works
Daniels, R. D., Kubale, T. L., Yiin, J. H., Dahm, M. M., Hales, T. R., Baris, D., Zahm, S. H., Beaumont, J. J., Waters, K. M., & Pinkerton, L. E. (2014) · Occupational and Environmental Medicine · doi:10.1136/oemed-2013-101662 · Cited by 334 · see citing works
Ager, A. A., Vaillant, N. M., & Finney, M. A. (2010) · Forest Ecology and Management · doi:10.1016/j.foreco.2010.01.032 · Cited by 308 · see citing works
Rose, A. Z., Benavides, J., Chang, S. E., et al. (1997) · Journal of Regional Science · doi:10.1111/0022-4146.00063 · Cited by 307 · see citing works
Review of the health effects of wildland fire smoke on wildland firefighters and the public
Adetona, O., Reinhardt, T. E., Domitrovich, J., Broyles, G., Adetona, A. M., Kleinman, M. T., Ottmar, R. D., & Naeher, L. P. (2016) · Inhalation Toxicology · doi:10.3109/08958378.2016.1145771 · Cited by 305 · see citing works
Predicting spatial patterns of fire on a southern California landscape
Syphard, A. D., Radeloff, V. C., Keuler, N. S., Taylor, R. S., Hawbaker, T. J., Stewart, S. I., & Clayton, M. K. (2008) · International Journal of Wildland Fire · doi:10.1071/wf07087 · Cited by 288 · see citing works
A review of recent advances in risk analysis for wildfire management
Miller, C., & Ager, A. A. (2013) · International Journal of Wildland Fire · doi:10.1071/wf11114 · Cited by 277 · see citing works
Effects of Wildfire on Soils and Watershed Processes
Ice, G. G., Neary, D. G., & Adams, P. W. (2004) · Journal of Forestry · doi:10.1093/jof/102.6.16 · Cited by 268 · see citing works
Henderson, S. B., Brauer, M. D., MacNab, Y. C., & Kennedy, S. (2011) · Environmental Health Perspectives · doi:10.1289/ehp.1002288 · Cited by 228 · see citing works
Coffman, M., & Noy, I. (2012) · Environment and Development Economics · doi:10.1017/s1355770x11000350 · Cited by 213 · see citing works
Effects of post-wildfire erosion on channel environments, Boise River, Idaho
Benda, L., Miller, D., Bigelow, P., & Andras, K. (2003) · Forest Ecology and Management · doi:10.1016/s0378-1127(03)00056-2 · Cited by 206 · see citing works
Ecological and Economic Services Provided by Birds on Jamaican Blue Mountain Coffee Farms
KELLERMANN, J. L., JOHNSON, M. D., STERCHO, A. M., & HACKETT, S. C. (2008) · Conservation Biology · doi:10.1111/j.1523-1739.2008.00968.x · Cited by 204 · see citing works
The logistics of household hurricane evacuation
Lindell, M. K., Kang, J. E., & Prater, C. S. (2011) · Natural Hazards · doi:10.1007/s11069-011-9715-x · Cited by 200 · see citing works
What Is the Price of Catastrophic Wildfire?
Butry, D. T., Mercer, E. D., Prestemon, J. P., Pye, J. M., & Holmes, T. P. (2001) · Journal of Forestry · doi:10.1093/jof/99.11.9 · Cited by 175 · see citing works
Self-citationPest reduction services by birds in shade and sun coffee in Jamaica
Johnson, M. D., Kellermann, J. L., & Stercho, A. M. (2010) · Animal Conservation · doi:10.1111/j.1469-1795.2009.00310.x · Cited by 170 · see citing works
Estimates of CO2 from fires in the United States: implications for carbon management
Wiedinmyer, C., & Neff, J. C. (2007) · Carbon Balance and Management · doi:10.1186/1750-0680-2-10 · Cited by 169 · see citing works
Wildfire Risk and Housing Prices: A Case Study from Colorado Springs
Donovan, G. H., Champ, P. A., & Butry, D. T. (2007) · Land Economics · doi:10.3368/le.83.2.217 · Cited by 161 · see citing works
Self-citationEconomic valuation of a seed dispersal service in the Stockholm National Urban Park, Sweden
Hougner, C., Colding, J., & Söderqvist, T. (2006) · Ecological Economics · doi:10.1016/j.ecolecon.2005.11.007 · Cited by 159 · see citing works
Rappold, A. G., Cascio, W. E., Kilaru, V. J., Stone, S. L., Neas, L. M., Devlin, R. B., & Diaz-Sanchez, D. (2012) · Environmental Health · doi:10.1186/1476-069x-11-71 · Cited by 157 · see citing works
One million dollars per mile? The opportunity costs of Hurricane evacuation
Whitehead, J. C. (2003) · Ocean & Coastal Management · doi:10.1016/j.ocecoaman.2003.11.001 · Cited by 151 · see citing works
The relationship between burnout, PTSD symptoms and injuries in firefighters
Katsavouni, F., Bebetsos, E., Malliou, P., & Beneka, A. (2016) · Occupational Medicine · doi:10.1093/occmed/kqv144 · Cited by 144 · see citing works
Human and biophysical influences on fire occurrence in the United States
Hawbaker, T. J., Radeloff, V. C., Stewart, S. I., Hammer, R. B., Keuler, N. S., & Clayton, M. K. (2013) · Ecological Applications · doi:10.1890/12-1816.1 · Cited by 143 · see citing works
Richardson, L., Champ, P. A., & Loomis, J. B. (2011) · Journal of Forest Economics · doi:10.1016/j.jfe.2011.05.002 · Cited by 140 · see citing works
Wildfire effects on hiking and biking demand in New Mexico: a travel cost study
Hesseln, H., Loomis, J. B., González‐Cabán, A., et al. (2003) · Journal of Environmental Management · doi:10.1016/j.jenvman.2003.09.012 · Cited by 134 · see citing works
The economic cost of adverse health effects from wildfire-smoke exposure: a review
Kochi, I., Donovan, G. H., Champ, P. A., & Loomis, J. B. (2010) · International Journal of Wildland Fire · doi:10.1071/wf09077 · Cited by 129 · see citing works
Mueller, J., Loomis, J., & González-Cabán, A. (2009) · The Journal of Real Estate Finance and Economics · doi:10.1007/s11146-007-9083-1 · Cited by 127 · see citing works
Statistical Model for Forecasting Monthly Large Wildfire Events in Western United States
Preisler, H. K., & Westerling, A. L. (2007) · Journal of Applied Meteorology and Climatology · doi:10.1175/jam2513.1 · Cited by 123 · see citing works
The Effect of Smoke Inhalation on Lung Function and Airway Responsiveness in Wildland Fire Fighters
Liu, D., Tager, I. B., Balmes, J. R., & Harrison, R. J. (1992) · American Review of Respiratory Disease · doi:10.1164/ajrccm/146.6.1469 · Cited by 122 · see citing works
Comparing production function models for wildfire risk analysis in the wildland–urban interface
Mercer, D. E., & Prestemon, J. P. (2005) · Forest Policy and Economics · doi:10.1016/j.forpol.2005.03.003 · Cited by 118 · see citing works
An optimization model for locating fuel treatments across a landscape to reduce expected fire losses
Wei, Y., Rideout, D. B., & Kirsch, A. G. (2008) · Canadian Journal of Forest Research · doi:10.1139/x07-162 · Cited by 118 · see citing works
Understanding Broadscale Wildfire Risks in a Human-Dominated Landscape
Prestemon, J. P., Pye, J. M., Butry, D. T., Holmes, T. P., & Mercer, D. E. (2002) · Forest Science · doi:10.1093/forestscience/48.4.685 · Cited by 116 · see citing works
Self-citationTime to Burn: Modeling Wildland Arson as an Autoregressive Crime Function
Prestemon, J. P., & Butry, D. T. (2005) · American Journal of Agricultural Economics · doi:10.1111/j.1467-8276.2005.00760.x · Cited by 115 · see citing works
Self-citationMoore, D., Copes, R., Fisk, R., Joy, R., Chan, K., & Brauer, M. (2006) · Canadian Journal of Public Health · doi:10.1007/bf03405325 · Cited by 113 · see citing works
Costs of water treatment due to diminished water quality: A case study in Texas
Dearmont, D., McCarl, B. A., & Tolman, D. A. (1998) · Water Resources Research · doi:10.1029/98wr00213 · Cited by 108 · see citing works
Size-dependent pattern of wildfire ignitions in Portugal: when do ignitions turn into big fires?
Moreira, F., Catry, F. X., Rego, F., & Bacao, F. (2010) · Landscape Ecology · doi:10.1007/s10980-010-9491-0 · Cited by 95 · see citing works
Forest fires are associated with elevated mortality in a dense urban setting
Analitis, A., Georgiadis, I., & Katsouyanni, K. (2012) · Occupational and Environmental Medicine · doi:10.1136/oem.2010.064238 · Cited by 94 · see citing works
Groen, A. H., & Woods, S. W. (2008) · International Journal of Wildland Fire · doi:10.1071/wf07062 · Cited by 92 · see citing works
Wildfire evacuation and its alternatives: perspectives from four United States’ communities
McCaffrey, S., Rhodes, A., & Stidham, M. (2015) · International Journal of Wildland Fire · doi:10.1071/wf13050 · Cited by 90 · see citing works
A Travel Cost Analysis of Nonconsumptive Wildlife-Associated Recreation in the United States
Zawacki, W. T., Marsinko, A. P. C., & Bowker, J. M. (2000) · Forest Science · doi:10.1093/forestscience/46.4.496 · Cited by 86 · see citing works
Economic analysis of health effects from forest fires
Rittmaster, R., Adamowicz, W., Amiro, B. D., & Pelletier, R. (2006) · Canadian Journal of Forest Research · doi:10.1139/x05-293 · Cited by 82 · see citing works
Measures of forest fire smoke exposure and their associations with respiratory health outcomes
Henderson, S. B., & Johnston, F. H. (2012) · Current Opinion in Allergy & Clinical Immunology · doi:10.1097/aci.0b013e328353351f · Cited by 80 · see citing works
Impact of Low-Intensity Hurricanes on Regional Economic Activity
Burrus, R. T., Dumas, C. F., Farrell, C. H., et al. (2002) · Natural Hazards Review · doi:10.1061/(asce)1527-6988(2002)3:3(118 · Cited by 79 · see citing works
Production and efficiency of large wildland fire suppression effort: A stochastic frontier analysis
Katuwal, H., Calkin, D. E., & Hand, M. S. (2015) · Journal of Environmental Management · doi:10.1016/j.jenvman.2015.10.030 · Cited by 72 · see citing works
Evaluating Alternative Prescribed Burning Policies to Reduce Net Economic Damages from Wildfire
Mercer, D. E., Prestemon, J. P., Butry, D. T., & Pye, J. M. (2007) · American Journal of Agricultural Economics · doi:10.1111/j.1467-8276.2007.00963.x · Cited by 69 · see citing works
Self-citationA Reformulation of the Cost Plus Net Value Change <i>(C+NVC)</i> Model of Wildfire Economics
Donovan, G. H., & Rideout, D. B. (2003) · Forest Science · doi:10.1093/forestscience/49.2.318 · Cited by 68 · see citing works
Spatial and temporal patterns of wildfire ignitions in Canada from 1980 to 2006
Gralewicz, N. J., NELSON, T. A., & Wulder, M. A. (2011) · International Journal of Wildland Fire · doi:10.1071/wf10095 · Cited by 67 · see citing works
The Influence of Home and Community Attachment on Firewise Behavior
Kyle, G. T., Theodori, G. L., Absher, J. D., & Jun, J. (2010) · Society & Natural Resources · doi:10.1080/08941920902724974 · Cited by 66 · see citing works
OFF-SITE COSTS OF SOIL EROSION: A CASE STUDY IN THE WILLAMETTE VALLEY
Moore, W. B., McCarl, B. A., Moore, W. B., & McCarl, B. A. (1987) · Unknown · doi:10.22004/ag.econ.32477 · Cited by 64 · see citing works
Post-wildfire erosion response in two geologic terrains in the western USA
Moody, J. A., Martin, D. A., & Cannon, S. H. (2008) · Geomorphology · doi:10.1016/j.geomorph.2007.05.011 · Cited by 64 · see citing works
Kousky, C. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2099769 · Cited by 62 · see citing works
Projecting wildfire area burned in the south-eastern United States, 2011–60
Prestemon, J. P., Shankar, U., Xiu, A., Talgo, K., Yang, D., Dixon, E., McKenzie, D., & Abt, K. L. (2016) · International Journal of Wildland Fire · doi:10.1071/wf15124 · Cited by 60 · see citing works
Econometric analysis of fire suppression production functions for large wildland fires
Holmes, T. P., & Calkin, D. E. (2012) · International Journal of Wildland Fire · doi:10.1071/wf11098 · Cited by 56 · see citing works
Ecological effects of fire fighting foams and retardants: a summary
Adams, R., & Simmons, D. (1999) · Australian Forestry · doi:10.1080/00049158.1999.10674797 · Cited by 52
(1979) · Cited by 50 · see citing works
Lee, T., Falter, K. H., Meyer, P., Mott, J. A., & Gwynn, C. (2009) · International Journal of Environmental Health Research · doi:10.1080/09603120802712750 · Cited by 49 · see citing works
Valuing mortality impacts of smoke exposure from major southern California wildfires
Kochi, I., Champ, P. A., Loomis, J. B., & Donovan, G. H. (2012) · Journal of Forest Economics · doi:10.1016/j.jfe.2011.10.002 · Cited by 45 · see citing works
Incidence and recurrence of large forest fires in mainland Portugal
Ferreira-Leite, F., Bento-Gonçalves, A., Vieira, A., Nunes, A., & Lourenço, L. (2016) · Natural Hazards · doi:10.1007/s11069-016-2474-y · Cited by 44 · see citing works
Haefele, M., Loomis, J. B., & Bilmes, L. (2016) · doi:10.2139/ssrn.2821124 · Cited by 44 · see citing works
Guiding preventative wildland fire mitigation policy and decisions with an economic modeling system
Stockmann, K., Burchfield, J., Calkin, D., & Venn, T. (2010) · Forest Policy and Economics · doi:10.1016/j.forpol.2009.09.009 · Cited by 43 · see citing works
Impact of human factors on wildfire occurrence in Mississippi, United States
Grala, K., Grala, R. K., Hussain, A., Cooke, W. H., & Varner, J. M. (2017) · Forest Policy and Economics · doi:10.1016/j.forpol.2017.04.011 · Cited by 43 · see citing works
Modelling spatial patterns and temporal trends of wildfires in Galicia (NW Spain)
Barreal, J., & Loureiro, M. L. (2015) · Forest Systems · doi:10.5424/fs/2015242-05713 · Cited by 41 · see citing works
Curth, M. D. T., Biscayart, C., Ghermandi, L., & Pfister, G. (2012) · Environmental Management · doi:10.1007/s00267-012-9825-6 · Cited by 41 · see citing works
Alternate Expressions for the Economic Theory of Forest Fire Management
Rideout, D. B., & Omi, P. N. (1990) · Forest Science · doi:10.1093/forestscience/36.3.614 · Cited by 39 · see citing works
Abt, K. L., Butry, D. T., Prestemon, J. P., & Scranton, S. (2015) · International Journal of Wildland Fire · doi:10.1071/wf14168 · Cited by 38 · see citing works
Self-citationKuligowski, E. D. (2016) · Fire and Materials · doi:10.1002/fam.2392 · Cited by 37 · see citing works
Determinants of residential Firewise behaviors in Central Oregon
Wolters, E. A., Steel, B. S., Weston, D., & Brunson, M. W. (2017) · The Social Science Journal · doi:10.1016/j.soscij.2016.12.004 · Cited by 37 · see citing works
Wildfire smoke health costs: a methods case study for a Southwestern US ‘mega-fire’
Jones, B. A., Thacher, J. A., Chermak, J. M., & Berrens, R. P. (2016) · Journal of Environmental Economics and Policy · doi:10.1080/21606544.2015.1070765 · Cited by 35 · see citing works
(2004) · Cited by 35 · see citing works
Butry, D. T. (2009) · Environmental and Ecological Statistics · doi:10.1007/s10651-007-0083-3 · Cited by 33 · see citing works
Self-citationDriving factors of fire density can spatially vary at the local scale in south-eastern France
Ganteaume, A., & Long-Fournel, M. (2015) · International Journal of Wildland Fire · doi:10.1071/wf13209 · Cited by 33 · see citing works
Mendes, I., & Proença, I. (2011) · Environmental Management · doi:10.1007/s00267-011-9733-1 · Cited by 32 · see citing works
Homebuyers and Wildfire Risk: A Colorado Springs Case Study
Champ, P. A., Donovan, G. H., & Barth, C. M. (2009) · Society & Natural Resources · doi:10.1080/08941920802179766 · Cited by 32 · see citing works
Suppression Cost Forecasts in Advance of Wildfire Seasons
Prestemon, J. P., Abt, K. L., & Gebert, K. M. (2008) · Forest Science · doi:10.1093/forestscience/54.4.381 · Cited by 30 · see citing works
Pimlott, K., & Laird, J. E. (2011) · Cited by 29 · see citing works
Factors Influencing Modern Wildfire Occurrence in the Mark Twain National Forest, Missouri
Brosofske, K. D., Cleland, D. T., & Saunders, S. C. (2007) · Southern Journal of Applied Forestry · doi:10.1093/sjaf/31.2.73 · Cited by 28 · see citing works
Areas of the U.S. wildland–urban interface threatened by wildfire during the 2001–2010 decade
Thomas, D. S., & Butry, D. T. (2014) · Natural Hazards · doi:10.1007/s11069-013-0965-7 · Cited by 25 · see citing works
Self-citationDemography and socioeconomic vulnerability influence fire occurrence in Bariloche (Argentina)
Dondo Bühler, M., de Torres Curth, M., & Garibaldi, L. A. (2013) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2012.10.006 · Cited by 24 · see citing works
A theoretical economic model for choosing efficient wildfire suppression strategies
Mendes, I. (2010) · Forest Policy and Economics · doi:10.1016/j.forpol.2010.02.005 · Cited by 24 · see citing works
(2012) · Cited by 23 · see citing works
Economic analysis of geospatial technologies for wildfire suppression
Hesseln, H., Amacher, G. S., & Deskins, A. M. (2010) · International Journal of Wildland Fire · doi:10.1071/wf08155 · Cited by 22 · see citing works
Residents' responses to wildland fire programs: a review of cognitive and behavioral studies
Absher, J. D., Vaske, J. J., & Shelby, L. B. (2009) · doi:10.2737/psw-gtr-223 · Cited by 22 · see citing works
Fire occurrence and fire mitigation strategies in a grassland reforestation area in the Philippines
Ancog, R. C., Florece, L. M., & Nicopior, O. B. (2016) · Forest Policy and Economics · doi:10.1016/j.forpol.2016.01.002 · Cited by 20 · see citing works
Wildland Fires within Municipal Jurisdictions
Thomas, D. S., & Butry, D. T. (2012) · Journal of Forestry · doi:10.5849/jof.10-024 · Cited by 16 · see citing works
Self-citationDietrich, J. P., Van Gaest, A. L., Strickland, S. A., Hutchinson, G. P., Krupkin, A. B., & Arkoosh, M. R. (2014) · Science of The Total Environment · doi:10.1016/j.scitotenv.2014.05.038 · Cited by 15 · see citing works
Ecological Effects of Fire Fighting Foams and Retardants
Adams, R., & Simmons, D. (1999) · Cited by 15 · see citing works
Effects of a fire-retardant chemical to fathead minnows in experimental streams
Calfee, R. D., & Little, E. E. (2003) · Environmental Science and Pollution Research · doi:10.1065/espr2003.03.148 · Cited by 14 · see citing works
Wildfire Management: Federal Funding and Related Statistics
Bracmort, K. S. (2013) · University of North Texas Digital Library (University of North Texas) · Cited by 14 · see citing works
Fiscal Year 2016 Budget Overview
Conner, M. (2015) · Cited by 13 · see citing works
(2009) · Cited by 9 · see citing works
A stochastic Forest Fire Model for future land cover scenarios assessment
D'Andrea, M., Fiorucci, P., & Holmes, T. P. (2010) · Natural Hazards and Earth System Sciences · doi:10.5194/nhess-10-2161-2010 · Cited by 6 · see citing works
(2007) · The Mathematics Enthusiast · Cited by 4 · see citing works
(2009) · Publication Database GFZ (GFZ German Research Centre for Geosciences) · Cited by 4 · see citing works
Risk factors for injury among federal wildland firefighters in the United States
Britton, C. L. (2018) · doi:10.17077/etd.iog4m1n5 · Cited by 3 · see citing works
Overcoming Barriers to Firewise Actions by Residents. Final Report to Joint Fire Science Program
Absher, J. D., Vaske, J. J., & Lyon, K. (2013) · Cited by 3 · see citing works
Wildfire Management: Federal Funding and Related Statistics
Hoover, K., & Bracmort, K. (2015) · University of North Texas Digital Library (University of North Texas) · Cited by 3 · see citing works
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5 of the 111 references couldn’t be matched to a known paper.
Research works printed but not linked: 26
- [7]7. Stockmann, Keith, James Burchfield, Dave Calkin, and Tyron Venn. 2010. "Guiding Preventative Wildland Fire Mitigation Policy and Decisions with an Economic Modeling System." Forest Policy and Economics. 12(2): 147-154.
- [8]8. Thomas, Douglas and David Butry. 2014 "Areas of the US Wildland-Urban Interface Threatened by Wildfire During the 2001-2010 Decade." Natural Hazards. 71(3): 1561-1585.
- [43]43. Kostas D. Kalabokidis. 2000. Effects of Wildfire Suppression Chemicals on People and the Environment -A Review. Global Nest: The International Journal. 2 (2): 129-137. 146
- [49]49. Addington, R.N., S.J. Hudson, J.K Hiers, M.D. Hurteau, T.F. Hutcherson, G. Matusick, and J.M. Parker. 2015. International Journal of Wildland Fire 24: 778-783.
- [62]62. Butry, David T., et al. 2001. "What is the price of catastrophic wildfire?" Journal of Forestry 99(11): 9-17.
- [66]66. Champ, Patricia Ann, Geoffrey H. Donovan, and Christopher M. Barth. 2009. "Homebuyers and Wildfire Risk: A Colorado Springs Case Study." Society & Natural Resources: An International Journal. 23(1): 58-70.
- [76]76. Donovan, Geoffrey H., Patricia A. Champ, and David T. Butry. 2007 "Wildfire Risk and Housing Prices: A Case Study from Colorado Springs." Land Economics. 83(2): 217- 233.
- [93]93. Hanemann, M., Loomis, J., Kanninen, B.1991. Statistical efficiency of double-bounded dichotomous choice contingent valuation. American Journal of Agricultural Economics. 73(5): 1255-1263.
- [94]94. Hayley Hesselna, John B. Loomisb, Armando González-Cabánc, Susan Alexander. 2003. Wildfire effects on hiking and biking demand in New Mexico: a travel cost study. Journal of Environmental Management 69: 359-368
- [96]96. Henderson, Sarah B., and Fay H. Johnston. 2012. "Measures of Forest Fire Smoke Exposure and Their Associations with Respiratory Health Outcomes:" Current Opinion in Allergy and Clinical Immunology 12(3): 221-27. doi:10.1097/ACI.0b013e328353351f. · DOI · Paper page
- [112]112. Kochi, Ikuho, et al. 2010. "The economic cost of adverse health effects from wildfire- smoke exposure: a review." International Journal of Wildland Fire 19(7): 803-817.
- [113]113. Kochi, Ikuho, et al. 2012. "Valuing mortality impacts of smoke exposure from major southern California wildfires." Journal of Forest Economics 18(1): 61-75.
- [114]114. Kostas D. Kalabokidis. 2000. Effects of Wildfire Suppression Chemicals on People and the Environment -A Review. Global Nest: The International Journal. 2 (2): 129-137.
- [124]124. Loomis, John, et al. 2000. "Measuring the total economic value of restoring ecosystem services in an impaired river basin: results from a contingent valuation survey." Ecological Economics 33(1): 103-117.
- [125]125. McCaffrey, Sarah, Alan Rhodes, and Melanie Stidham. 2015 "Wildfire Evacuation and its Alternatives: Perspectives from Four United States' Communities." International Journal of Wildland Fire. 24: 170-178.
- [129]129. Mendes, Isabel, and Isabel Proença. 2011. "Measuring the social recreation per-day net benefit of the wildlife amenities of a national park: a count-data travel-cost approach." Environmental Management 48(5): 920.
- [137]137. Moore, W., McCarl, B., 1987. Off-site costs of soil erosion: a case study of the Willamette Valley. West. J. Agric. Econom. 12 (1): 42-49.
- [140]140. Mueller, Julie M., John B. Loomis, and Armando González-Cabán. 2009. "Do Repeated Wildfires Change Homebuyers' Demand for Homes in High-Risk Areas? A Hedonic Analysis of the Short-and Long-Term Effects of Repeated Wildfires on House Prices in Southern California." Journal of Real Estate Finance and Economics. 38(2): 155-172. DOI: 10.1007/s11146-007-9083-1. · DOI · Paper page
- [145]145. Neary, Daniel G., Gerald J. Gottfried, and Peter F. Ffolliott. 2003 "Post-wildfire watershed flood responses." Proceedings of the 2nd International Fire Ecology Conference, Orlando, Florida. NFPA. 2014. "Intentional Fires," April. http://www.nfpa.org/news-and-research/fire- statistics-and-reports/fire-statistics/fire-causes/arson-and-juvenile-firesetting/intentional- fires
- [146]146. Pfurtscheller, C and R Schwarze. 2008. "Estimating the Costs of Emergency Services During Flood Events." 4th International Symposium on Flood Defence: Managing Flood Risk, Reliability, and Vulnerability. Toronto, Canada.
- [156]156. Richardson, L. A., P. A. Champ, and J. B. Loomis. 2012. "The Hidden Cost of Wildfires: Economic Valuation of Health Effects of Wildfire Smoke Exposure in Southern California." Journal of Forest Economics. 18(1): 14-35.
- [164]164. Sparhawk, W.N. 1925. "The Use of Liability Ratings in Planning Forest Fire Protection." Journal of Agricultural Research 30(8):693-792.
- [172]172. Thomas, Douglas and David Butry. 2014 "Areas of the US Wildland-Urban Interface Threatened by Wildfire During the 2001-2010 Decade." Natural Hazards. 71(3): 1561- 1585.
- [176]176. U.S. Department of Education, National Center for Education Statistics. 2016. Digest of Education Statistics, 2014 (NCES 2016-006), Chapter 2.
- [184]184. Yang, J., H.S. He, and S.R. Shifley. 2008. "Spatial Controls of Occurrence and Spread of Wildland Fires in the Missouri Ozark Highlands." Ecological Applications 18(5): 1212- 1225.
- [185]185. Zawacki, William T., Allan Marsinko, and J. Michael Bowker. 2000. "A travel cost analysis of nonconsumptive wildlife-associated recreation in the United States." Forest Science 46(4): 496-506.
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Vegetation fires in the Anthropocene
Bowman, D. M. J. S., Kolden, C. A., Abatzoglou, J. T., Johnston, F. H., van der Werf, G. R., & Flannigan, M. (2020) · Nature Reviews Earth & Environment · doi:10.1038/s43017-020-0085-3 · Cited by 1,148 · see citing works
Tree regeneration following wildfires in the western US: a review
Stevens-Rumann, C. S., & Morgan, P. (2019) · Fire Ecology · doi:10.1186/s42408-019-0032-1 · Cited by 278 · see citing works
“…and shrublands is often particularly alarming due to the loss of carbon storage capacity in forests versus grasslands or shrublands (Liang et al. 2018), habitat loss for many wildlife species (e.g., Hobson and Schieck 1999), and the potential economic loss in timber industries (Thomas et al. 2017).”
BackgroundFocus on changing fire regimes: interactions with climate, ecosystems, and society
Rogers, B. M., Balch, J. K., Goetz, S. J., Lehmann, C. E. R., & Turetsky, M. R. (2020) · Environmental Research Letters · doi:10.1088/1748-9326/ab6d3a · Cited by 245 · see citing works
“The human health impacts of fire smoke are increasingly recognized (Johnston et al 2012, Bowman and Johnston 2014, Reid et al 2016, Cascio 2018), a fact that can dramatically increase the estimated economic burden of landscape fires (Jones and Berrens 2017, Thomas et al 2017).”
BackgroundHessburg, P. F., Prichard, S. J., Hagmann, R. K., Povak, N. A., & Lake, F. K. (2021) · Ecological Applications · doi:10.1002/eap.2432 · Cited by 236 · see citing works
Wildfire Monitoring in Remote Areas using Autonomous Unmanned Aerial Vehicles
Afghah, F., Razi, A., Chakareski, J., et al. (2019) · doi:10.1109/infcomw.2019.8845309 · Cited by 111 · see citing works
Kala, C. P. (2023) · Natural Hazards Research · doi:10.1016/j.nhres.2023.04.003 · Cited by 107 · see citing works
Neumann, J. E., Amend, M., Anenberg, S. C., Kinney, P. L., Sarofim, M. C., Martinich, J. A., Lukens, J., Xu, J., & Roman, H. A. (2021) · Environmental Research Letters · doi:10.1088/1748-9326/abe82b · Cited by 99 · see citing works
Autonomous Unmanned Aerial Vehicles in Bushfire Management: Challenges and Opportunities
Partheepan, S., Sanati, F., & Hassan, J. A. (2023) · Drones · doi:10.3390/drones7010047 · Cited by 95 · see citing works
Plant-water sensitivity regulates wildfire vulnerability
Rao, K., Williams, A. P., Diffenbaugh, N., Yebra, M., & Konings, A. (2022) · Nature Ecology & Evolution · doi:10.1038/s41559-021-01654-2 · Cited by 66 · see citing works
Modeling fuel loads dynamics and fire spread probability in the Brazilian Cerrado
Oliveira, U., Soares-Filho, B. S., Costa, W., Gomes, L., Bustamante, M., & Miranda, H. S. (2020) · Forest Ecology and Management · doi:10.1016/j.foreco.2020.118889 · Cited by 67 · see citing works
Zou, Y., Rasch, P. J., Wang, H., Xie, Z., & Zhang, R. (2021) · Nature Communications · doi:10.1038/s41467-021-26232-9 · Cited by 63 · see citing works
Fire Detection with Deep Learning: A Comprehensive Review
de Vasconcelos, R. N., Franca-Rocha, W., Costa, D. P., et al. (2024) · Land · doi:10.3390/land13101696 · Cited by 60 · see citing works
“Among these events, wild-fires have been especially damaging, harming ecosystems and infrastructure, and posing risks to human life [4,5].”
Zou, Y., Wang, Y., Qian, Y., Tian, H., Yang, J., & Alvarado, E. (2020) · Atmospheric chemistry and physics · doi:10.5194/acp-20-995-2020 · Cited by 61 · see citing works
“…higher if other societal and environmental outcomes, such as respiratory morbidity and cardiovascular diseases, expenditures for defensive actions and disutility, and ecosystem service damage, were taken into account (Fann et al., 2018; Hall, 2014; Richardson et al., 2012; Thomas et al., 2017).”
BackgroundSpatial Assessment of Wildfires Susceptibility in Santa Cruz (Bolivia) Using Random Forest
Sánchez, M. B., Tonini, M., Mapelli, A., & Fiorucci, P. (2021) · Geosciences · doi:10.3390/geosciences11050224 · Cited by 43 · see citing works
Health risks and mitigation strategies from occupational exposure to wildland fire: a scoping review
Koopmans, E., Cornish, K., Fyfe, T., Bailey, K., & Pelletier, C. (2022) · Journal of Occupational Medicine and Toxicology · doi:10.1186/s12995-021-00328-w · Cited by 46 · see citing works
Measuring Initial Attack Suppression Effectiveness through Burn Probability
Reimer, J., Thompson, D. K., & Povak, N. A. (2019) · Fire · doi:10.3390/fire2040060 · Cited by 39 · see citing works
Hierarchal Application of Receding Horizon Synthesis and Dynamic Allocation for UAVs Fighting Fires
Shaffer, J., Carrillo, E., & Xu, H. (2018) · IEEE Access · doi:10.1109/access.2018.2885455 · Cited by 39 · see citing works
“6 billion is spent annually to fight said fires [2].”
BackgroundIndoor versus Outdoor Air Quality during Wildfires
Messier, K. P., Tidwell, L. G., Ghetu, C. C., et al. (2019) · Environmental Science & Technology Letters · doi:10.1021/acs.estlett.9b00599 · Cited by 38 · see citing works
Hansen, W. D., Abendroth, D. C., Rammer, W., Seidl, R., & Turner, M. G. (2019) · Ecological Applications · doi:10.1002/eap.2030 · Cited by 35 · see citing works
The Economic Value of Fuel Treatments: A Review of the Recent Literature for Fuel Treatment Planning
Hunter, M. E., & Taylor, M. H. (2022) · Forests · doi:10.3390/f13122042 · Cited by 35 · see citing works
Fire Dynamics in an Emerging Deforestation Frontier in Southwestern Amazonia, Brazil
Dutra, D. J., Anderson, L. O., Fearnside, P. M., Graça, P. M. L. D. A., Yanai, A. M., Dalagnol, R., Burton, C., JONES, C. D., Betts, R., & Aragão, L. E. O. C. (2022) · Fire · doi:10.3390/fire6010002 · Cited by 34 · see citing works
Wildfire smoke exposure and early childhood respiratory health: a study of prescription claims data
Dhingra, R., Keeler, C., Staley, B., Jardel, H., Ward-Caviness, C. K., Rebuli, M., Xi, Y., Rappazzo, K., Hernandez, M., Chelminski, A., et al. (2022) · Environmental Health · doi:10.1186/s12940-023-00998-5 · Cited by 30 · see citing works
“Because each MSA contained a differing number of ZCTAs, we also defined two additional exposure measures for use in this sensitivity analyses: [1] if any ZCTA within that MSA had a smoke-day on a given date, the MSA was defined as having a smoke-day on that date [hereafter referred to as “0% threshold”]; and [3] if 50…”
MethodWang, S., Qian, Y., Leung, L.-Y. R., & Zhang, Y. (2022) · Atmospheric chemistry and physics · doi:10.5194/acp-22-3445-2022 · Cited by 34 · see citing works
Impact of short school closures (1–5 days) on overall academic performance of schools in California
Miller, R. K., & Hui, I. S. (2022) · Scientific Reports · doi:10.1038/s41598-022-06050-9 · Cited by 29 · see citing works
Remote Sensing of Wildland Fire-Induced Risk Assessment at the Community Level
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Detecting critical nodes in forest landscape networks to reduce wildfire spread
Yemshanov, D., Liu, N., Thompson, D. K., Parisien, M., Barber, Q. E., Koch, F. H., & Reimer, J. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258060 · Cited by 28 · see citing works
YOLOGX: an improved forest fire detection algorithm based on YOLOv8
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Recurrent Convolutional Deep Neural Networks for Modeling Time-Resolved Wildfire Spread Behavior
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“wildfires on property damage and loss of life [4], they also have long-term effects on both health [5] and the environment [6].”
BackgroundRakhmatulina, E., Boisramé, G. F. S., Stephens, S. L., & Thompson, S. (2020) · Journal of Hydrology · doi:10.1016/j.jhydrol.2020.125808 · Cited by 26 · see citing works
“…approaches are unlikely to be able to address these joint threats: for example, the costs of fire suppression and firefighting in California are growing exponentially, reaching $950 million USD in 2018 (CalFire, 2019c) with reparation costs in the billions of dollars (Thomas et al., 2017).”
BackgroundHagmann, R. K., Merschel, A. G., & Reilly, M. J. (2019) · Landscape Ecology · doi:10.1007/s10980-019-00791-1 · Cited by 26 · see citing works
Unsupervised Method for Wildfire Flame Segmentation and Detection
Buza, E., & Akagić, A. (2022) · IEEE Access · doi:10.1109/access.2022.3176724 · Cited by 23 · see citing works
Shikwambana, L., & Kganyago, M. (2020) · Atmosphere · doi:10.3390/atmos12010011 · Cited by 21 · see citing works
Asori, M. (2020) · Journal of environment and earth science · doi:10.7176/jees/10-11-02 · Cited by 23 · see citing works
Generation and representation of synthetic smart meter data
Hong, T., Macumber, D. L., Li, H., et al. (2020) · Building Simulation · doi:10.1007/s12273-020-0661-y · Cited by 23 · see citing works
Economic drivers of global fire activity: A critical review using the DPSIR framework
Kim, Y., Rodrígues, M., & Robinne, F. (2021) · Forest Policy and Economics · doi:10.1016/j.forpol.2021.102563 · Cited by 23 · see citing works
Momeni, M., Soleimani, H., Shahparvari, S., et al. (2023) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2023.104027 · Cited by 21 · see citing works
Li, H., & Su, J. (2023) · Journal of Risk & Insurance · doi:10.1111/jori.12449 · Cited by 22 · see citing works
Simon, B. M., Crowley, C., & Franco, F. (2022) · Frontiers in Environmental Science · doi:10.3389/fenvs.2022.804958 · Cited by 20 · see citing works
The effect of wildfire smoke on children's health: A systematic review
Syed, A. M., & Basu, R. (2025) · Paediatric and Perinatal Epidemiology · doi:10.1111/ppe.13141 · Cited by 21 · see citing works
A review of post-incident studies for wildland-urban interface fires
Gaudet, B. J., Simeoni, A. J., Gwynne, S., et al. (2020) · Journal of Safety Science and Resilience · doi:10.1016/j.jnlssr.2020.06.010 · Cited by 19 · see citing works
Do Firms Experiencing More Wildfires Disclose More Wildfire Information in Their 10-Ks?
Griffin, P. A., Jiang, Y., & Sun, E. Y. (2020) · Journal of Business Finance & Accounting · doi:10.1111/jbfa.12674 · Cited by 18 · see citing works
Estimation of Vertical Fuel Layers in Tree Crowns Using High Density LiDAR Data
Arkin, J., Coops, N. C., Daniels, L. D., et al. (2021) · Remote Sensing · doi:10.3390/rs13224598 · Cited by 18 · see citing works
The total costs of seismic retrofits: State of the art
Fung, J. F., Sattar, S., Butry, D. T., et al. (2021) · Earthquake Spectra · doi:10.1177/87552930211009522 · Cited by 18 · see citing works
Self-citationPRESCRIBED BURNS, SMOKE EXPOSURE, AND INFANT HEALTH
Jones, B. A., & Berrens, R. P. (2020) · Contemporary Economic Policy · doi:10.1111/coep.12509 · Cited by 17 · see citing works
The verification of wildland–urban interface fire evacuation models
Ronchi, E., Wahlqvist, J., Ardinge, A., et al. (2023) · Natural Hazards · doi:10.1007/s11069-023-05913-2 · Cited by 17 · see citing works
Crow, D. A., & Albright, E. A. (2021) · Cambridge University Press eBooks · doi:10.1017/9781009053457 · Cited by 18 · see citing works
Hjerpe, E. E., Colavito, M. M., Edgeley, C. M., Burnett, J. T., Combrink, T., Vosick, D., & Meador, A. J. S. (2023) · International Journal of Wildland Fire · doi:10.1071/wf23036 · Cited by 16 · see citing works
Fire frequency and vulnerability in California
Hino, M., & Field, C. B. (2023) · PLOS Climate · doi:10.1371/journal.pclm.0000087 · Cited by 16 · see citing works
Roberts, R. M., Jones, K. W., Cottrell, S., & Duke, E. A. (2020) · Environmental Science & Policy · doi:10.1016/j.envsci.2020.02.021 · Cited by 15 · see citing works
Koopmans, E., Fyfe, T., Eadie, M., & Pelletier, C. (2020) · Systematic Reviews · doi:10.1186/s13643-020-01381-y · Cited by 17 · see citing works
“Regardless of the terminology, climate change, land use change, and cost are commonalities affecting wildfire activity across the globe [2, 3].”
BackgroundFire-spotting generated fires. Part I: The role of atmospheric stability
Egorova, V. N., Trucchia, A., & Pagnini, G. (2019) · Applied Mathematical Modelling · doi:10.1016/j.apm.2019.02.010 · Cited by 15 · see citing works
Roof renewal disparities widen the equity gap in residential wildfire protection
Reining, S., Wussow, M., Zanocco, C. M., & Neumann, D. (2025) · Nature Communications · doi:10.1038/s41467-024-55705-w · Cited by 13 · see citing works
Metz, A. J., Fischer, E. C., & Liel, A. B. (2024) · Fire Technology · doi:10.1007/s10694-024-01616-7 · Cited by 14 · see citing works
Promoting Concern for Climate Change: A Study of Wildfire Photographs Using Q Methodology
Duan, R., Hepworth, K., Ormerod, K. J., et al. (2021) · Science Communication · doi:10.1177/10755470211041689 · Cited by 13 · see citing works
Hu, J. K., Trišović, A., Bakshi, A., Braun, D., Dominici, F., & Casey, J. A. (2025) · Science Advances · doi:10.1126/sciadv.adq6453 · Cited by 12 · see citing works
Dennin, L. R., Nock, D. S., Muller, N. Z., Akindele, M., & Adams, P. J. (2025) · Communications Earth & Environment · doi:10.1038/s43247-025-02100-y · Cited by 14 · see citing works
A robust optimisation approach for the placement of forest fire suppression resources
Mendes, A. B., & Alvelos, F. (2024) · International Transactions in Operational Research · doi:10.1111/itor.13524 · Cited by 12 · see citing works
A high-resolution large-eddy simulation framework for wildland fire predictions using TensorFlow
Wang, M., Ihme, M., Linn, R. R., Chen, Y., Yang, V., Sha, F., Clements, C. B., McDanold, J. S., & Anderson, J. (2023) · International Journal of Wildland Fire · doi:10.1071/wf22225 · Cited by 13 · see citing works
“The increased fire severity causes significant ecological and economical losses (Thomas et al., 2017) and health burdens (Burke et al., 2021), which creates challenges for environmental planning and fire management (Hessburg et al., 2021).”
BackgroundAn Optimization of UAV-Based Remote Monitoring for Improving Wildfire Response in Power Systems
Umunnakwe, A., & Davis, K. (2023) · IEEE Open Access Journal of Power and Energy · doi:10.1109/oajpe.2023.3337760 · Cited by 12 · see citing works
Reconstructing burnt area during the Holocene: an Iberian case study
Shen, Y., Sweeney, L., Liu, M., Sáez, J. A. L., Díaz, S. P., Luelmo-Lautenschlaeger, R., Gil‐Romera, G., Hoefer, D., Jiménez‐Moreno, G., Schneider, H., et al. (2022) · Climate of the past · doi:10.5194/cp-18-1189-2022 · Cited by 19 · see citing works
Decision-making criteria to shape mulching techniques for fire-prone landscapes
Petratou, D., Nunes, J. P., Guimarães, M. H., & Prats, S. (2023) · Landscape Ecology · doi:10.1007/s10980-023-01659-1 · Cited by 11 · see citing works
“There are published examples that provide methodologies of economic loss assessments (Morton et al. 2013; Thomas et al. 2016).”
Balancing wildlife protection and wildfire threat mitigation using a network optimization approach
Yemshanov, D., Dawe, D. A., Bakalarczyk, A., Liu, N., Boulanger, Y., Boucher, J., Beauchemin, A., Arseneault, D., Leblond, M., & Parisien, M. (2023) · Frontiers in Forests and Global Change · doi:10.3389/ffgc.2023.1186616 · Cited by 9 · see citing works
McIver, C. P., Cook, P. S., & Becker, D. R. (2021) · State and Local Government Review · doi:10.1177/0160323x211061353 · Cited by 10 · see citing works
“Costs associated with wildfires, including loss of life and property, have been significant (Thomas et al. 2017), and the financial burden to federal agencies continue to escalate (Hoover 2020; Burke et al. 2021).”
BackgroundInfluentialSheehan, T., Bachelet, D., & Ferschweiler, K. (2019) · PLoS ONE · doi:10.1371/journal.pone.0210989 · Cited by 10 · see citing works
Volckens, J. (2024) · Environmental Science & Technology Letters · doi:10.1021/acs.estlett.4c00770 · Cited by 9 · see citing works
Reconstructing burnt area during the Holocene: an Iberian case studyPreprint
Shen, Y., Sweeney, L., Liu, M., Sáez, J. A. L., Pérez-Díaz, S., Luelmo-Lautenschlaeger, R., Gil-Romera, G., Hoefer, D., Jiménez-Moreno, G., Schneider, H., et al. (2021) · Climate of the Past · doi:10.5194/cp-2021-36 · Cited by 7 · see citing works
“…impacts socio-economic assets (e.g. Stephenson et Published by Copernicus Publications on behalf of the European Geosciences Union. al., 2013; Thomas et al., 2017) and has deleterious effects on human health though the release of smoke and particulates into the atmosphere (e.g. Johnston et…”
BackgroundWang, M., Ihme, M., Gazen, C., et al. (2024) · International Journal of Wildland Fire · doi:10.1071/wf24097 · Cited by 8 · see citing works
Toward understanding ignition vulnerabilities to firebrand showers using reduced‐scale experiments
Suzuki, S., & Manzello, S. L. (2021) · Fire and Materials · doi:10.1002/fam.3027 · Cited by 8 · see citing works
“Studies indicate burned areas, and the suppression costs are increasing.(6,7) During the 2018 Camp Fire, one of the most destructive WUI fires in California's history, more than 18 000 buildings were destroyed, with some 50 000 people evacuated.”
BackgroundBouvet, N., Link, E., & Fink, S. A. (2020) · doi:10.6028/nist.tn.2093 · Cited by 8 · see citing works
Roberts, R. M., Jones, K. W., Duke, E., Shinbrot, X. A., Harper, E. E., Fons, E., Cheng, A. S., & Wolk, B. H. (2019) · Journal of Environmental Management · doi:10.1016/j.jenvman.2019.109286 · Cited by 8 · see citing works
“Societal impacts of wildfire include loss of life and property, negative effects on mental and physical health, and impaired drinking water (Thomas et al., 2017).”
BackgroundMansuy, N., Buss, J., Hirsch, K. G., Guindon, L., Robinne, F., Boulanger, Y., Lussier, M., Regos, A., Ayala, C. C., & Parisien, M. (2025) · Communications Earth & Environment · doi:10.1038/s43247-025-02313-1 · Cited by 9 · see citing works
Rogers, C. J., Beck, C., Habre, R., & Ghosh, J. K. (2025) · BMC Public Health · doi:10.1186/s12889-025-21295-5 · Cited by 7 · see citing works
SWIFT: Simulated Wildfire Images for Fast Training Dataset
Fernando, L., Ghali, R., & Akhloufi, M. A. (2024) · Remote Sensing · doi:10.3390/rs16091627 · Cited by 7 · see citing works
The Role of Fuel Characteristics and Heat Release Formulations in Coupled Fire-Atmosphere Simulation
Shamsaei, K., Juliano, T. W., Roberts, M., et al. (2023) · Fire · doi:10.3390/fire6070264 · Cited by 7 · see citing works
Grand Challenges: Forests and Global Change
Adams, M. A., & Pfautsch, S. (2018) · Frontiers in Forests and Global Change · doi:10.3389/ffgc.2018.00001 · Cited by 7 · see citing works
“More telling is “total cost + loss” analysis, as conducted by the US Department of Commerce (Thomas et al., 2017).”
MethodBrown, T., & Shelton, J. (2025) · Nature Sustainability · doi:10.1038/s41893-025-01541-9 · Cited by 6 · see citing works
Global wildfire activity re-visited
Dube, O. P. (2024) · Global Environmental Change · doi:10.1016/j.gloenvcha.2024.102894 · Cited by 6 · see citing works
Combining Field Observations and Remote Sensing to Forecast Fine Fuel Loads
Ensley‐Field, M., Shriver, R. K., Law, S., & Adler, P. B. (2023) · Rangeland Ecology & Management · doi:10.1016/j.rama.2023.04.008 · Cited by 5 · see citing works
Sustainable and Fire Resilient Built Environment (SAFR-BE)
Meacham, B. J., & McNamee, M. (2022) · The Society of fire protection engineers series · doi:10.1007/978-3-030-94356-1_13 · Cited by 6 · see citing works
Estimating the Spread of Wildland Fires via Evidence-Based Information Fusion
Soderlund, A. A., & Kumar, M. (2022) · IEEE Transactions on Control Systems Technology · doi:10.1109/tcst.2022.3183645 · Cited by 6 · see citing works
Rocha, A. M., Casau, P., & Cunha, R. (2022) · Drones · doi:10.3390/drones6020044 · Cited by 6 · see citing works
Receding Horizon Synthesis and Dynamic Allocation of UAVs to Fight Fires
Shaffer, J., Carrillo, E., & Xu, H. (2018) · 2018 IEEE Conference on Control Technology and Applications (CCTA) · doi:10.1109/ccta.2018.8511569 · Cited by 6 · see citing works
“6 billion is spent annually to fight said fires [1].”
BackgroundOECD (2024) · OECD Net Zero+ Policy Papers · doi:10.1787/8f29a387-en · Cited by 5 · see citing works
Truong, N.-N., Le, M.-H., Do, T.-D., et al. (2023) · International Conference on System Science and Engineering · doi:10.1109/icsse58758.2023.10227078 · Cited by 5 · see citing works
“In addition to the direct impact on human lives and property, fire and smoke also have negative impacts on the environment and the economy [2], [3].”
Wu, S. (2021) · Sustainability · doi:10.3390/su132413859 · Cited by 5 · see citing works
RetractedComputational Evacuation Modeling in Wildfires
Ronchi, E., & Gwynne, S. (2019) · Springer eBooks · doi:10.1007/978-3-319-51727-8_121-1 · Cited by 7 · see citing works
Li, F., Zhang, X., Cochrane, M. A., et al. (2026) · AGU Advances · doi:10.1029/2025av002064 · Cited by 4 · see citing works
Gazing into the flames: A guide to assessing the impacts of climate change on landscape fire
Clarke, H. G., Giuseppe, F. D., Johnston, L. M., Marlon, J. R., Penman, T. D., Pitman, A. J., van der Werf, G. R., & Flannigan, M. (2025) · Science Advances · doi:10.1126/sciadv.adz2429 · Cited by 5 · see citing works
Forest Wildfire Detection from Satellite Image Using Deep Learning
Elizaroshan, D., & Kumar, J. S. R. (2024) · International Conference on Communication, Computing and Internet of Things (IC3IoT) · doi:10.1109/ic3iot60841.2024.10550351 · Cited by 4 · see citing works
Afghah, F. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-52670-1_38 · Cited by 4 · see citing works
Okoro, S., Lopez, A., & Unuriode, A. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4739361 · Cited by 4 · see citing works
The Role of Fuel Characteristics and Heat Release Formulations in Coupled Fire-Atmosphere SimulationPreprint
Shamsaei, K., Juliano, T. W., Roberts, M., et al. (2023) · Preprints.org · doi:10.20944/preprints202305.1672.v1 · Cited by 4 · see citing works
Airborne Fire Detection and Modeling Using Unmanned Aerial Vehicles Imagery: Datasets and Approaches
Shamsoshoara, A., & Afghah, F. (2023) · Springer eBooks · doi:10.1007/978-3-031-27986-7_19 · Cited by 4 · see citing works
A Data-Driven Automated Mitigation Approach for Resilient Wildfire Response in Power Systems
Umunnakwe, A., & Davis, K. (2023) · IEEE Open Access Journal of Power and Energy · doi:10.1109/oajpe.2023.3337751 · Cited by 4 · see citing works
Gülci, N. (2020) · Journal of Forestry Research · doi:10.1007/s11676-020-01255-y · Cited by 4 · see citing works
Bank, W. (2020) · World Bank, Washington, DC eBooks · doi:10.1596/34671 · Cited by 4 · see citing works
Multi-ignition fire complexes drive extreme fire years and impacts
Scholten, R. C., Banerjee, T., Chen, Y., Delgado, A., Desai, A., Ke, Z., Liu, T., Morton, D. C., Peterson, D. A., Tang, Q., et al. (2026) · Science Advances · doi:10.1126/sciadv.adx6477 · Cited by 3 · see citing works
Kelly, M., & Peng, Z. (2024) · Springer eBooks · doi:10.1007/978-3-031-69561-2_5 · Cited by 3 · see citing works
- Authors
- Thomas, D., Butry, D., Gilbert, S., Webb, D., & Fung, J.
- Published
- 2017-11
- OpenAlex
- W2791997448
- Semantic Scholar
- 3eba9771eaa2e1b4d318193374c3a444631e21a1
- Cited by
- 202
- References
- 111
- Citations by year
- 2026: 23 · 2025: 18 · 2024: 27 · 2023: 20 · 2022: 20 · 2021: 50 · 2020: 25 · 2019: 14 · 2018: 5
- Type
- report
- Language
- en
- Open access
- gold
- doi.org
- Licence
- public-domain
- Funders
- Engineering Laboratory
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Fire effects on ecosystems
- Social Sciences › Sociology and Political Science › Disaster Management and Resilience
- Physical Sciences › Environmental Science › Global and Planetary Change › Forest Management and Policy
- Keywords
- forest fires, economic losses, property damage, fire losses, fire damage assessment
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.
Cited sources are checked by gpt-6-sol.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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