Cited by 10Atmospheric chemistry and aerosolsFire effects on ecosystemsAtmospheric aerosols and clouds

Ground solar absorption observations of total column CO, CO 2 , CH 4 , and aerosol optical depth from California's Sequoia Lightning Complex Fire: emission factors and modified combustion efficiency at regional scales

Open access
Frausto-Vicencio, Isis, Heerah, Sajjan, Meyer, Aaron G., Parker, Harrison A., Dubey, Manvendra, Hopkins, Francesca M.·2023·Atmospheric Chemistry and Physics

Published version of a preprint

Abstract

With global wildfires becoming more widespread and severe, tracking their emissions of greenhouse gases and air pollutants is becoming increasingly important. Wildfire emissions have primarily been characterized by in situ laboratory and field observations at fine scales. While this approach captures the mechanisms relating emissions to combustion phase and fuel properties, their evaluation on regional-scale plumes has been limited. In this study, we report remote observations of total column trace gases and aerosols during the 2020 wildfire season from smoke plumes in the Sierra Nevada of California with an EM27/SUN solar Fourier transform infrared (FTIR) spectrometer. We derive total column aerosol optical depth (AOD), emission factors (EFs) and modified combustion efficiency (MCE) for these fires and evaluate relationships between them, based on combustion phase at regional scales. We demonstrate that the EM27/SUN effectively detects changes in CO, CO 2 , and CH 4 in the atmospheric column at ∼10 km horizontal scales that are attributed to wildfire emissions. These observations are used to derive total column EF CO of 120.5±12.2 and EFCH4 of 4.3±0.8 for a regional smoke plume event in mixed combustion phases. These values are consistent with in situ relationships measured in similar temperate coniferous forest wildfires. FTIR-derived AOD was compared to a nearby AERONET (AErosol RObotic NETwork) station and observed ratios of X CO to AOD were consistent with those previously observed from satellites. We also show that co-located X CO observations from the TROPOspheric Monitoring Instrument (TROPOMI) satellite-based instrument are 9.7±1.3 % higher than our EM27/SUN observations during the wildfire period. Finally, we put wildfire CH 4 emissions in context of the California state CH 4 budget and estimate that 213.7±49.8 Gg CH 4 were emitted by large wildfires in California during 2020, about 13.7 % of the total state CH 4 emissions in 2020. Our work demonstrates a novel application of the ground-based EM27/SUN solar spectrometers in wildfire monitoring by integrating regional-scale measurements of trace gases and aerosols from smoke plumes.

AI snapshot

Written from the paper’s full text.

TL;DR

Ground-based EM27/SUN solar FTIR observations captured total column CO, CO₂, CH₄, and AOD from California’s 2020 Sequoia Lightning Complex and Creek Fire smoke plumes. The authors derive regional-scale emission factors and modified combustion efficiency, compare XCO with TROPOMI, and estimate that California’s 20 largest 2020 wildfires emitted 213.7 ± 49.8 Gg CH₄.

Key findings

  • During the 12 September 2020 SQF Complex plume, XCO peaked at 1012.8 ppb and XCO₂ at 421.6 ppm; XCH₄ peaked later on 28 September at 2050.1 ppb due to dairy farm influence.
  • For the 12 September plume, EF_CO was 120.5 ± 12.2 g kg⁻¹, EF_CH₄ was 4.3 ± 0.8 g kg⁻¹, and EF_CO₂ was 1632.9 ± 163.3 g kg⁻¹; ER_CO was 0.1161 ± 0.0005, ER_CH₄ was 0.00730 ± 0.00007, and MCE was 0.89 ± 0.21.
  • TROPOMI XCO was 9.7 ± 1.3 % higher than EM27/SUN XCO during the wildfire period using 15 km radius and 30 min averaging (19 coincident points, R² = 0.97).
  • FTIR-derived AOD at 500 nm reached up to 15 on 12 September; compared with AERONET Fresno, the hourly AOD slope was 1.4 ± 0.3 with R² = 0.39. The top 20 California wildfires of 2020 emitted 213.7 ± 49.8 Gg CH₄, about 13.7 % of total state anthropogenic CH₄ emissions.

Methods

  • An EM27/SUN solar-viewing FTIR spectrometer was deployed in Farmersville, California (36.31, −119.19), from 8 September to 17 October 2020, collecting 40 days of daytime column measurements; XCO, XCO₂, and XCH₄ were retrieved with I2S/GFIT/EGI and calibrated against co-located CIT TCCON observations.
  • The 12 September SQF Complex smoke plume was used as a case study; emission ratios were calculated from York linear regressions of excess CH₄ and CO versus excess CO₂, emission factors assumed 500 ± 50 g carbon per kg dry biomass, and MCE was calculated as excess CO₂ divided by excess CO + excess CO₂, with averaging-kernel corrections.
  • EM27/SUN XCO was compared with TROPOMI CO L2 data using sensitivity tests over 5–50 km radii and 5–30 min averaging; AOD was compared with AERONET Fresno_2; statewide CH₄ emissions were estimated by applying vegetation-specific ER_CH₄ values to CARB CO₂ emission estimates for the 20 largest 2020 wildfires.

Limitations

  • Stated by the paper: EM27/SUN observations are daytime-only, optically thick smoke can block the solar disk, ash can degrade mirrors, the line-of-sight instrument can miss plumes (as on 13–14 September), instruments are costly and often require daily personnel, and the nearest AERONET site was about 90 km away, preventing a true side-by-side AOD comparison.
  • Stated by the paper: FTIR-derived AOD during high aerosol loading requires further verification because scattered diffuse light may reduce reliability.
  • Evident from the text: the EF and MCE results are based on a single case-study day and one regional vegetation type, the TROPOMI comparison has only 19 coincident points in a heterogeneous plume, and dairy farm CH₄/CO₂ enhancements complicate source separation in the San Joaquin Valley.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.5194/acp-23-4521-2023

Cites

79 of 79 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

29 of 47 cited sources checked · 20 supported · 2 flagged · accuracy not yet measured

  • Findingcitation

    The mean relative difference of 9.7 ± 1.3 % found in this study is similar to the systematic difference of 9.22 ± 3.45 % between TROPOMI and all TCCON stations.

    “The mean relative difference found in this study of 9.7 ± 1.3 % is similar to the systematic difference of 9.22 ± 3.45 % between TROPOMI and all TC-CON stations (Sha et al., 2021).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Sha et al., 2021 source
  • Premisecitation

    Field-based measurements of biomass burning in temperate forests are limited and sparse.

    “Field-based measurements of biomass burning in temperate forests are limited and sparse (Burling et al., 2011;Urbanski, 2014), despite the increase in burning activity in the western USA (Zhuang et al., 2021).”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Burling et al., 2011 source
    • cites Urbanski, 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Premisecitation

    When an enhancement ratio does not change with dilution and mixing with background air, it equals the emission ratio of a source.

    “When an enhancement ratio does not change with dilution and mixing with background air, then the enhancement ratio is equal to the emission ratio (ER) of a source (Yokelson et al., 2013).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Yokelson et al., 2013 source

      The Discussion and conclusions states that an enhancement ratio remains equal to the source emission ratio despite dilution when the source emission ratio and background composition are fixed and neither measured species is produced or lost. The citing sentence omits these conditions, so an unchanged ratio under dilution alone does not establish the stated equality. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Premisecitation

    Dairy farms near the EM27/SUN site are a large regional source of CH4 emissions.

    “The EM27/SUN's location enabled us to sample transient fire plumes from local and state wildfires but was also located near a large cluster of dairy farms, which are a large regional source of CH 4 emissions (Heerah et al., 2021;Marklein et al., 2021).”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Heerah et al., 2021 source
    • cites Marklein et al., 2021 source
  • Premisecitation

    Bottom-up CH4 inventories tend to report large uncertainties.

    “however, these bottom-up CH 4 inventories tend to report large uncertainties (Saunois et al., 2020).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Saunois et al., 2020 source
  • Classified as probably not a substantial claim. 30
  • May combine two claims. 54
  • The quote only partly states this claim. 2
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Other column-based studies determined XCH4/XCO2 for urban sources in Los Angeles ranging from 6.65 to 9.96 ppb/ppm in 2015 and 11 ± 2 ‰ in 2008.

    “Other column-based studies have determined the X CH 4 /X CO 2 for urban sources in the Los Angeles city, finding ratios ranging from 6.65 to 9.96 (ppb/ppm) in 2015 (Chen et al., 2016) and 11 ± 2 ‰ in 2008 (Wunch et al., 2009).”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Chen et al., 2016 source
    • cites Wunch et al., 2009 source

      Table 1 (Summary and Conclusions) gives the xCH₄-to-xCO₂ anomaly slope as 7.8 ± 0.8‰, not 11 ± 2‰. The 11 ± 2‰ value belongs to xCO-to-xCO₂. This verdict concerns only the Wunch et al. value, not the separately cited 2015 range. (LLM, conf=0.90)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Globally, about 10% of anthropogenic global CH4 is emitted by biomass burning.

    “Globally, about 10 % of anthropogenic global CH 4 is emitted by biomass burning (Saunois et al., 2020) and may be an important and unaccounted for positive feedback to climate change, given the effect of increasing temperatures on fire severity.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Saunois et al., 2020 source

      The Biomass burning section (p. 16) estimates biomass-burning emissions at about 5% of global anthropogenic methane emissions in 2008–2017, not about 10%. The separate Biofuel burning section (p. 17) assigns biofuel burning another 3%; the cited paper does not assign their combined share to biomass burning alone. (LLM, conf=0.90)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Wildfires are a major source of air pollutants including particulate matter, carbon monoxide, and greenhouse gases primarily carbon dioxide and methane.

    “Wildfires are a major source of air pollutants, including particulate matter (PM), carbon monoxide (CO), and greenhouse gases, primarily carbon dioxide (CO 2 ) and methane (CH 4 ; Akagi et al., 2011;Wiedinmyer et al., 2011;Andreae, 2019).”
    Quote in the paperNot a substantial claim2 of 3 sources checked
    • cites Akagi et al., 2011 source
    • cites Wiedinmyer et al., 2011 source
    • cites Andreae, 2019 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The EM27/SUN is a ground-based remote sensing instrument that is relatively portable and robust for field deployments.

    “The EM27/SUN is a ground-based remote sensing instrument that is relatively portable and robust for field deployments (Chen et al., 2016;Heerah et al., 2021).”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Chen et al., 2016 source
    • cites Heerah et al., 2021 source

      Section 2.2 (page unavailable) calls the EM27/SUN a “compact field deployable” spectrometer and reports its use during summer and winter field campaigns, supporting the ground-based and relatively portable parts of the claim. It does not describe the instrument as robust or assess its durability in field conditions. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Column measurements are insensitive to planetary boundary layer growth and are less affected by nearby point sources than in situ measurements, making them a good candidate for regional-scale monitoring.

    “Column measurements are insensitive to the planetary boundary layer growth and are less affected by nearby point sources than in situ measurements, making them a good candidate for regional-scale monitoring (Lindenmaier et al., 2014).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Lindenmaier et al., 2014 source

      The SI Text (p. 2) says column observations detected regionally elevated CO2 over strong, extended source regions when averaged across several years, offering limited support for regional-scale use. The retrieved passages do not say that column measurements are insensitive to planetary boundary layer growth or less affected by nearby point sources than in situ measurements. (LLM, conf=0.77)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    AERONET stations are frequently calibrated and set the standard for aerosol measurements and validation for satellite products.

    “The stations are frequently calibrated, and they set the standard for aerosol measurements and validation for satellite products (Giles et al., 2019).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Giles et al., 2019 source
  • May combine two claims.

    Premisecitation

    Urban fossil fuel and wildfire XCH4/XCO2 ratios are very similar due to incomplete combustion and are not distinct enough to separate.

    “Wunch et al. (2009) determined that urban fossil fuel and wildfire X CH 4 /X CO 2 ratios are very similar due to incomplete combustion, and the ratios are not distinct enough to separate.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Wunch et al., 2009 source

      The Methods (§2, paragraph 10; page unavailable) say wildfire-affected days were excluded because they had large CO contributions. The Introduction (§1, paragraph 2; page unavailable) links incomplete combustion to CO, not to an XCH4/XCO2 ratio. Searches for wildfire–fossil-fuel ratio comparisons found no passage saying their XCH4/XCO2 ratios are similar or cannot distinguish the sources. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Unless instruments are secured properly, measurements require personnel to set up and operate the instrument daily.

    “Unless instruments are secured properly, as has been done in long-term FTIR network studies (Frey et al., 2019;Dietrich et al., 2021), measurements require personnel to set up and operate the instrument daily.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Frey et al., 2019 source
    • cites Dietrich et al., 2021 source
  • May combine two claims.

    Premisecitation

    In California, statewide wildfire estimates of CO2 and PM are based on FOFEM, though reports of CH4 estimates from wildfires are lacking.

    “In California, statewide wildfire estimates of CO 2 and PM are based on the USA Forest Service's First Order Fire Effects Model (FOFEM; Reinhardt and Dickinson, 2010), though reports of CH 4 estimates from wildfires are lacking, despite the importance of CH 4 for meeting the state's ambitious climate goals.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Reinhardt and Dickinson, 2010 source

      The Conclusions table identifies FOFEM as a system used for smoke-production modeling, supporting the identification of the model. The paper does not say that California’s statewide CO2 and PM wildfire estimates are based on FOFEM, or that reports of wildfire CH4 estimates are lacking (searched: California statewide estimates, CO2, PM, and CH4). (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Prichard et al. (2020) found a fire average for North American conifer forests of EFCO2 1629.54 ± 63.43, EFCO 104.01 ± 34.93, and EFCH4 5.05 ± 2.41.

    “Additionally, our calculated emission factors also agree well with recently compiled emission factors for North American conifer forests, where Prichard et al. (2020) found a fire average for EF CO 2 of 1629.54 ± 63.43, EF CO of 104.01 ± 34.93, and EF CH 4 of 5.05 ± 2.41.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Prichard et al., 2020 source

      Table 5 (shown in the Sample calculations section; page unavailable) gives exactly these fire-average means and standard deviations for CO₂, CO and CH₄. The table labels the figures as applying to western US conifer forests (western pine and mixed conifer), not North American conifer forests as a whole. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Empirically quantified EFs in temperate conifer forests are limited in number, and many measurements in these regions are from prescribed burning for land management.

    “Empirically quantified EFs in temperate conifer forests are limited in number, and many of the measurements in these regions are from prescribed burning for land management (Burling et al., 2011;Akagi et al., 2011;Urbanski, 2013).”
    Quote in the paperSubstantial claim2 of 3 sources checked
    • cites Burling et al., 2011 source
    • cites Akagi et al., 2011 source
    • cites Urbanski, 2013

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Barreto et al. (2020) carefully selected and evaluated several FTIR micro-windows to minimize gas absorption; thus, τg,λ is considered negligible.

    “Barreto et al. (2020) carefully selected and evaluated several FTIR micro-windows to minimize the gas absorption; thus, τ g, λ is considered negligible.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Barreto et al. (2020) source
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    An averaging kernel correction has been applied to the EM27/SUN observations prior to comparison, following Hedelius et al. (2016).

    “An averaging kernel correction has been applied to the EM27/SUN observations prior to comparison, following Hedelius et al. (2016).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Hedelius et al. (2016) source
  • Classified as probably not a substantial claim.

    Premisecitation

    Barreto et al. (2020) found good agreement between AERONET and TCCON FTIR-derived AOD at the high-altitude Izaña Atmospheric Observatory in Spain.

    “To calculate AOD from the EM27/SUN solar measurements, we follow the methods described in Barreto et al. (2020), who found good agreement between AERONET and TC-CON FTIR-derived AOD at the high-altitude Izaña Atmospheric Observatory in Spain.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Barreto et al. (2020) source
  • May combine two claims.

    Findingown data

    An estimated 213.7 ± 49.8 Gg CH4 were emitted by large wildfires in California during 2020, about 13.7 % of the total state CH4 emissions in 2020.

    “Finally, we put wildfire CH 4 emissions in context of the California state CH 4 budget and estimate that 213.7±49.8Gg CH 4 were emitted by large wildfires in California during 2020, about 13.7 % of the total state CH 4 emissions in 2020.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Total column EF CO is 120.5 ± 12.2 and EF CH4 is 4.3 ± 0.8 for a regional smoke plume event in mixed combustion phases.

    “These observations are used to derive total column EF CO of 120.5 ± 12.2 and EF CH 4 of 4.3 ± 0.8 for a regional smoke plume event in mixed combustion phases.”
    • Also stated in: § 3.3 Emission factors and modified combustion efficiency · plain
      “ER CO was 0.1161 ± 0.0005, and the ER CH 4 was 0.00730 ± 0.00007, resulting in an EF CO 2 of 1632.9±163.3g CO 2 kg -1 biomass combusted, EF CO of 120.5 ± 12.2 g CO kg -1 biomass combusted, and EF CH 4 of 4.3±0.8g CH 4 kg -1 biomass combusted.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: 500 ± 50 g of carbon is emitted per kilogram of dry biomass consumed.
  • May combine two claims.

    Findingown data

    A regional smoke plume captured by NOAA-20 VIIRS on 12 September originated from the SQF Complex and traveled west directly over the measurement site.

    “A regional smoke plume was captured by the NOAA-20 VIIRS satellite on 12 September that originated from the SQF Complex and traveled west directly over the measurement site, as seen in Fig. 1b.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    High-altitude smoke can be transported large distances, corroborated by ash falling at a site about 60 km from the fire and by satellite imagery.

    “Highaltitude smoke can be transported large distances, corroborated by observations of ash falling from the sky at a measurement site ∼ 60 km away from the fire and clearly observable by satellite imagery (Fig. 1b).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    X CO, X CO2, and X CH4 averaged 154 ± 78 ppb, 413 ± 1 ppm, and 1938 ± 27 ppb from 8 September to 17 October.

    “X CO , X CO 2 , and X CH 4 averaged at 154±78 ppb, 413±1 ppm, and 1938±27 ppb from 8 September to 17 October.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The FTIR AOD follows the same inter-day trend as AERONET AOD, with a peak on 12 September, although the sites are about 90 km apart and smoke reaching them varied over these spatial scales.

    “The observational sites were relatively far from each other (∼ 90 km), and although smoke reaching the two sites varied over these spatial scales, the FTIR AOD follows the same inter-day trend as the AOD measured by the AERONET, with a peak in AOD on 12 September.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    X CO and X CO2 peaked on 12 September at 1012.8 ppb and 421.6 ppm, while X CH4 peaked on 28 September at 2050.1 ppb due to dairy farms in the area.

    “X CO and X CO 2 peaked on 12 September at 1012.8 ppb and 421.6 ppm, while X CH 4 peaked on 28 September at 2050.1 ppb due to the dairy farms in the area.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    X CO2 and X CH4 were enhanced on the 12 September smoke event and followed the same trend as X CO over the course of the day.

    “X CO 2 and X CH 4 were also enhanced on the 12 September smoke event and followed the same trend as X CO over the course of the day.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    In the vicinity of the measurement site in the SJV, there is a strong influence of dairy farm agriculture and minimal urban emissions away from population centers.

    “In the vicinity of the measurement site in the SJV, there is a strong influence of dairy farm agriculture and minimal urban emissions away from population centers; thus, we are able to separate X CH 4 / X CO 2 from dairy sources, from fire, or from possible urban emissions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    ER CO was 0.1161 ± 0.0005 and ER CH4 was 0.00730 ± 0.00007 on 12 September.

    “ER CO was 0.1161 ± 0.0005, and the ER CH 4 was 0.00730 ± 0.00007, resulting in an EF CO 2 of 1632.9±163.3g CO 2 kg -1 biomass combusted, EF CO of 120.5 ± 12.2 g CO kg -1 biomass combusted, and EF CH 4 of 4.3±0.8g CH 4 kg -1 biomass combusted.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The 12 September smoke plume event had a smaller emission ratio of 7.3 ± 0.07 ppb/ppm compared to larger XCH4/XCO2 enhancement ratios of 38.4 ± 21.7 and 30.5 ± 5.0 ppb/ppm observed in September 2018 and 2019.

    “The 12 September smoke plume event is highlighted in Fig. 7 (red markers) and has a smaller emission ratio of 7.3 ± 0.07 (ppb/ppm) compared to larger X CH 4 / X CO 2 enhancement ratios of 38.4 ± 21.7 and 30.5 ± 5.0 (ppb/ppm) observed in September 2018 and 2019.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The monthly background in September was 411.3 ppm for X CO2, 99.4 ppb for X CO, and 1905.3 ppb for X CH4.

    “The monthly background in September was 411.3 ppm (parts per million) for X CO 2 , 99.4 ppb for X CO , and 1905.3 ppb for X CH 4 .”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Strong relationships (R2 > 0.61) were found between EM27/SUN X CO and AOD at 500 nm, with slopes ranging from 29.01 to 92.41 ppb/AOD.

    “We find strong relationships (R 2 > 0.61) between the EM27/SUN X CO and AOD at 500 nm, with slopes ranging from 29.01 to 92.41 ppb/AOD (Table 1 and Fig. 3).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Enhancements of AOD were observed throughout the first week of measurements, with the highest recorded AOD on 12 September.

    “Similar to observations of X CO , enhancements of AOD are observed throughout the week, with the highest recorded AOD on 12 September.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Selecting a 15 km maximum radius with a 30 min averaging time gives 19 coincident data points, a mean difference of 17.2 ppb, a mean relative difference of 9.7 ± 1.3 %, and R2 of 0.97.

    “This gives a total of 19 coincident data points and a mean difference of 17.2 ppb, a mean relative difference of 9.7 ± 1.3 %, and R 2 of 0.97.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    During September-October 2020 observations, XCH4/XCO2 ratios of dairy farm influence were found on several days, in addition to lower slopes indicative of combustion sources.

    “During September-October 2020 observations, X CH 4 / X CO 2 ratios of dairy farm influence were found on several days, in addition to lower slopes indicative of Figure 6.Emission factors (g kg -1 ) for (a) CH 4 and (b) CO as a function of MCE for temperate coniferous forests from Sierra Nevada wildfires.”
    Quote in the paperNot a substantial claim
  • The quote only partly states this claim.

    Findingreasoning

    The average ERCH4 for Sierra Nevada wildfires is 0.0084 ± 0.0022.

    “We then used Eq. ( 2) to solve for ER CH 4 with C T equal to 1 (ER CH 4 _avg = 0.0084 ± 0.0022).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The XCO enhancement from the 2020 wildfires in the Sierra Nevada was observed from space, and in concentrated smoke plumes, XCO was up to 10 times higher than local background during the 12 September smoke plume event.

    “The X CO enhancement from the 2020 wildfires in the Sierra Nevada was also observed from space, and in concentrated smoke plumes, X CO was up to 10 times higher than the local background, which was clearly visible in the TROPOMI soundings during the 12 September smoke plume event.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    FTIR-derived AOD at 500 nm reached extremely high levels during the 12 September smoke plume event and followed the same trend on other days as the trace gas enhancements.

    “FTIR-derived AOD at 500 nm reached extremely high levels during the 12 September smoke plume event and followed the same trend on other days as the trace gas enhancements.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The FTIR-derived AOD showed the same baseline pattern as the AERONET site in Fresno, demonstrating the ability of the EM27/SUN to simultaneously measure AOD and trace gases through a thick plume of smoke.

    “However, the FTIR-derived AOD showed the same baseline pattern as the AERONET site in Fresno, demonstrating the ability of the EM27/SUN to simultaneously measure AOD and trace gases through a thick plume of smoke, which can elucidate mechanisms within smoke plumes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Mirror degradation and exposure to dust or ash from fires can be observed in a declining ln(Vo), and a sudden jump in ln(Vo) is observed in late October and early November after the mirrors were cleaned, suggesting debris had diminished the solar intensity measured by the FTIR instrument.

    “Mirror degradation and exposure to dust or ash from fires can be observed in a declining ln(V o ), and a sudden jump in ln(V o ) is observed in late October and early November after the mirrors were cleaned, suggesting that debris had diminished the solar intensity measured by the FTIR instrument.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    Without applying the averaging kernel correction, ECH4 would be underestimated by 9.5% and ECO by 14.2% due to difference in sensitivity.

    “Without applying this correction, E CH 4 would be underestimated by 9.5 % and E CO by 14.2 % due to the difference in sensitivity.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    Wildfire smoke produced overcast skies throughout the western USA during this period, with smoke plumes being transported over long distances.

    “Wildfire smoke produced overcast skies throughout the western USA during this period, with smoke plumes being transported over long distances.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The 20 largest wildfires of 2020 emitted 13.7% of total state anthropogenic CH4 emissions, which is more than the commercial and residential, transportation, and electric power sectors.

    “These wildfires alone emitted 13.7 % of the total state anthropogenic CH 4 emissions, which is more than the commercial and residential, transportation, and electric power sectors.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The mean relative difference in the correction for the 12 September plume event is -1.1%; not applying this correction would overestimate MCE by 1.1%.

    “The mean relative difference in the correction for the 12 September plume event is -1.1 %; thus, not applying this correction would overestimate the MCE by 1.1 %.”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Study design and conductreasoning

    AOD was derived from micro-windows within the first detector, so AOD calculations were not affected by the camera misalignment.

    “AOD was derived from micro-windows within the first detector; thus, calculations of AOD were not affected.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The majority of the TROPOMI X CH4 product was flagged out near the observational site during the measurement period and was not included in the analysis.

    “The majority of the TROPOMI X CH 4 product was flagged out near the observational site during our measurement period and hence was not included in this analysis.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Measurement uncertainties for the EFs were calculated by propagating the error from the ER linear regression standard error, C T, and 10 % error from M Biomass.

    “The measurement uncertainties for the EFs were calculated by propagating the error from the ER linear regression standard error, C T , and 10 % error from M Biomass .”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: 500 ± 50 g of carbon is emitted per kilogram of dry biomass consumed.
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Study design and conductnone given

    Co-locating the EM27/SUN and TCCON instruments ensures system stability of the EM27/SUN after transportation to field sites.

    “Co-locating the EM27/SUN and TC-CON instruments ensures system stability of the EM27/SUN after transportation to field sites.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Monthly average mixing ratios measured in situ at Mauna Loa for CO2 were 411.5 ± 0.2 ppm and CH4 1884.7 ± 1 ppb during September 2020.

    “The monthly average mixing ratios measured in situ at Mauna Loa for CO 2 were 411.5±0.2 ppm and CH 4 1884.7± 1 ppb during September 2020 (https://gml.noaa.gov/obop/ mlo/, last access: 15 April 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites https://gml.noaa.gov/obop/ mlo/

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisereasoning

    Ground-based solar spectrometers present an alternative technique to measure and understand fire emissions at regional scales and temporally complement satellite observations.

    “Ground-based solar spectrometers present an alternative technique to measure and understand fire emissions at regional scales and temporally complement satellite observations.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The York linear regression considers instrument errors along both axes.

    “The York linear regression considers the instrument errors along both axes.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisereasoning

    The EM27/SUN provides vertically integrated column measurements of CH4, CO2, and CO, which allows calculation of modified combustion efficiency and emission factors in the total column of smoke plumes downwind of wildfires.

    “The EM27/SUN provides vertically integrated column measurements of CH 4 , CO 2 , and CO, which allows for the calculation of the modified combustion efficiency (MCE) and emission factors (EFs) in the total column of smoke plumes downwind of wildfires.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The measured X CO on 12 September is the highest reported X CO value in the EM27/SUN literature.

    “The measured X CO on 12 September is the highest reported X CO value in the EM27/SUN literature.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Retrievals of X gas using the EM27/SUN in such dense smoke plumes have not been reported in previous studies.

    “Retrievals of X gas , using the EM27/SUN in such dense smoke plumes, has not been reported in previous studies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Study design and conductnone given

    Exposing the instrument's mirrors to harsh conditions such as ash decreases the instrument signal and may decrease the lifetime of the mirrors.

    “Exposing the instrument's mirrors to harsh conditions such as ash decreases the instrument signal and may decrease the lifetime of the mirrors.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    CARB reported a total of 106.7 Tg of CO2 emitted from 2020 wildfires and individual CO2 emission estimates for the 20 largest wildfires of 2020.

    “The California Air Resources Board (CARB) reported that a total of 106.7 Tg of CO 2 was emitted from 2020 wildfires and reported individual CO 2 emission estimates for the 20 largest wildfires of 2020.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites CARB

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Study design and conductnone given

    The majority of the TROPOMI XCH4 product was flagged out completely near the observational site during the 7-15 September period and was not included in this analysis.

    “For example, the majority of the TROPOMI X CH 4 product was flagged out completely near the observational site during the 7-15 September period and hence was not included in this analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Rowe et al. (2022) found that multiple scattering on aerosols may be responsible for 5%-10% of increased XCO observations from TROPOMI in thick smoke plumes.

    “Alternatively, Rowe et al. (2022) found that multiple scattering on aerosols may be responsible for 5 %-10 % of the increased X CO observations from TROPOMI in thick smoke plumes.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rowe et al., 2022 source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Study design and conductnone given

    EM27/SUN instruments are costly, which can limit the number of instruments deployed.

    “EM27/SUN instruments are also costly, which can limit the number of instruments deployed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Jacobs (2021) found that wildfire influences in XCO resulted in high observational variance in EM27/SUN observations and suggested this may be due to spatial and temporal variability in the smoke plume measured by TROPOMI and EM27/SUN.

    “Jacobs (2021) found that wildfire influences in X CO resulted in a high observational variance in EM27/SUN observations and suggested that this may be due to spatial and temporal variability in the smoke plume measured by TROPOMI and the EM27/SUN.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Jacobs, 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Fires in California fell into temperate forest, shrubland or grassland vegetation types.

    “Emission ratios from fires are dependent on vegetation type; fires in California fell into temperate forest, shrubland or grassland vegetation types (Xu et al., 2022).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Xu et al., 2022

      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). May combine two claims.

    Interpretationnone given

    Scattered diffuse light during high aerosol loading from biomass burning may decrease the reliability of AOD observations, so further verification of FTIR-derived AOD during high aerosol loading is required.

    “Scattered diffuse light during high aerosol loading from biomass burning may decrease the reliability of the AOD observations; thus, further verification of the FTIRderived AOD during high aerosol loading is required.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    EM27/SUN observations can be used as a validation tool for orbiting satellites like TROPOMI, OCO-2, OCO-3, and future satellites.

    “Furthermore, the EM27/SUN observations can be used as a validation tool for orbiting satellites like TROPOMI, the Orbiting Carbon Observatory-2 (OCO-2), OCO-3, and future satellites.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The mean relative difference between EM27/SUN and TROPOMI may be due to averaging of smoke plume heterogeneity within each TROPOMI comparison point.

    “The 9.7 ± 1.3 % mean relative difference between the EM27/SUN and TROPOMI found in this study may also be due to the averaging of the smoke plume's heterogeneity within each TROPOMI comparison point.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductreasoning

    The FTIR is limited to the line of sight of the instrument and on occasion can miss the plume, as happened on 13 and 14 September.

    “Although total column measurements are sensitive to larger scales than in situ stations, the FTIR is limited to the line of sight of the instrument and on occasion can miss the plume, like we did on 13 and 14 September, whereas aircraft observations have extensive spatial reach and more flexibility in locating and sampling plumes to obtain spatially rich information of the plume.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    AOD at the AERONET site in Fresno increased by 3 to 5 times in the yearly average from 2002-2019.

    “The air quality index in the SJV was at an all-time high in the hazardous range for weeks during the 2020 wildfire season (Morris and Dennis, 2020), and AOD at the AERONET site in Fresno, the yearly average from 2002-2019 increased by 3 to 5 times (Cho et al., 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Cho et al., 2022

      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

    The air quality index in the SJV was at an all-time high in the hazardous range for weeks during the 2020 wildfire season.

    “The air quality index in the SJV was at an all-time high in the hazardous range for weeks during the 2020 wildfire season (Morris and Dennis, 2020), and AOD at the AERONET site in Fresno, the yearly average from 2002-2019 increased by 3 to 5 times (Cho et al., 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Morris and Dennis, 2020

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Study design and conductnone given

    The nearest AERONET station was relatively far away from the EM27/SUN site, so a true side-by-side comparison cannot be done.

    “Since the nearest AERONET station was relatively far away from our EM27/SUN site, we cannot do a true side-by-side comparison.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Study design and conductnone given

    Stationary, ground-based instruments are limited to observing a line of sight or point in space.

    “Conversely, stationary, ground-based instruments are limited to observing a line of sight or point in space.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The EFs, MCE, and their uncertainties fall within the range of expected values, lending confidence that this technique can be used for studying combustion phases of wildfires for other vegetation types.

    “The EFs, MCE, and their uncertainties fall within the range of expected values, thus lending confidence that this technique can be used for studying combustion phases of wildfires for other vegetation types.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductreasoning

    The EM27/SUN measured continuously in the daytime, filling in temporal gaps from TROPOMI's single overpass observations.

    “The EM27/SUN measured continuously in the daytime, filling in the temporal gaps from the satellite TROPOMI's single overpass observations.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductnone given

    The EM27/SUN measures a vertically integrated regional signal but is limited spatially compared to observations from satellites.

    “The EM27/SUN measures a vertically integrated regional signal but is limited spatially compared to observations from satellites.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Due to a camera misalignment on 2 and 3 September, XCO correction factors for those dates are not reported.

    “Due to a camera misalignment on 2 and 3 September, X CO correction factors for those dates are not reported.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    A cloud filter is applied to the spectra based on measured fractional variation in solar intensity, set to a maximum of 0.5% variability to ensure minimum cloud interference.

    “A cloud filter is applied to the spectra based on the measured fractional variation in solar intensity (fvsi).We set this quality filter to a maximum of 0.5 % variability to ensure minimum cloud interference.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    This agreement is consistent with systematic differences between TCCON and TROPOMI, in addition to previous studies of EM27/SUN XCO for wildfires in rural Alaska and Idaho.

    “This is consistent with systematic differences between TCCON and TROPOMI, in addition to previous studies of EM27/SUN X CO for wildfires in rural Alaska and Idaho.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The EM27/SUN was co-located with the CIT TCCON for 2-3 days before and after the field measurements.

    “The EM27/SUN was co-located with the CIT TCCON for 2-3 d before (2 and 3 September 2020) and after (30 and 31 October and 1 November 2020) the field measurements.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Wildfires are an important source of CH4 for California and may delay meeting the state's ambitious goals for reducing greenhouse gas emissions.

    “Given the importance of the CH 4 emissions reduction for the state, our study suggests that wildfires are an important source of CH 4 for California and may delay the meeting of the state's ambitious goals for reducing greenhouse gas emissions.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Due to varying ln(Vo), AOD is calculated only for the first week of data collection (8-15 September), using ln(Vo) obtained during the earlier period of September.

    “Due to the varying ln(V o ), we calculate AOD only for the first week of data collection (8-15 September), using the ln(V o ) obtained during the earlier period of September (summarized in Table B1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationnone given

    The portable nature of the EM27/SUN allows for deployment downwind of fires and for calculating important variables like EFs and MCE.

    “The portable nature of the EM27/SUN allows for deployment downwind of fires and for calculating important variables like EFs and MCE.”
    Quote in the paperSubstantial claim
74 of 74
  • The authors state this as an assumption.

    500 ± 50 g of carbon is emitted per kilogram of dry biomass consumed.

    “while assuming 500±50 g of carbon is emitted per kilogram of dry biomass consumed (M Biomass ; Burling et al., 2010;Akagi et al., 2011).”
  • The authors state this as an assumption.

    A linear model forced through the origin describes the relationship between EM27/SUN and TCCON X gas measurements for calibration.

    “assuming a linear model forced through the origin for each gas (e.g., X TCCON = X EM27 R gas ; Chen et al., 2016;Hedelius et al., 2016).”
  • The paper relies on this without support.

    During the flaming phase of a fire, CO2 is produced and convection created by high flame temperatures produces lofting of smoke.

    “During the flaming phase of a fire, CO 2 is produced, and convection is created by high flame temperatures, producing the lofting of smoke.”
  • The paper relies on this without support.

    Smoldering fires burn at lower intensity and produce incomplete combustion side products like CO, CH4, and organic carbon aerosol.

    “In contrast to the flaming phase, smoldering fires burn at lower intensity, and incomplete combustion side products like CO, CH 4 , and organic carbon aerosol are produced.”
  • The paper relies on this without support.

    Dairy farms emit significant amounts of CH4 from enteric fermentation and on-farm manure management.

    “Dairy farms are known to emit significant amounts of CH 4 from the animals' enteric fermentation and on-farm manure management.”
  • The paper relies on this without support.

    Over the past 50 years, approximately three-quarters of the area burned by wildfires in California has been in the Sierra Nevada and North Coast.

    “Over the past 50 years, approximately three-quarters of the area burned by wildfires in California has been in the Sierra Nevada and North Coast, highlighting the importance of studying emission factors from fires in these ecosystems.”
6 of 6

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.

  • AOD intraday agreement is described inconsistently

    Minor

    The conclusions say the FTIR-derived AOD followed AERONET's intraday pattern, whereas the results explicitly say intraday variability at the two sites did not follow the same trend.

1 of 1

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Jacobs, N.: Vetting Model and Satellite-Based Estimates of Regional Scale Carbon Exchange at Northern High Latitudes Using Solar-Viewing Infrared Spectroscopy, Ph.D. Dissertation, University of Alaska Fairbanks, ProQuest Publishing, https://www.proquest.com/openview/71a47e7ba937aa70a227fed926ab5826/1?pq-origsite=gscholar&cbl=18750&diss=y (last access: 15 September 2022), 2021.

Cited by

Sorted by citations

Authors
Frausto-Vicencio, I., Heerah, S., Meyer, A. G., Parker, H. A., Dubey, M., & Hopkins, F. M.
Affiliations
  • Los Alamos National Laboratory (US)
  • California Institute of Technology (US)
  • University of California, Riverside (US)
Corresponding author
  • Dubey, Manvendra
  • Hopkins, Francesca M.
Venue
Atmospheric Chemistry and Physics
Published
2023-04-14
Volume
23
Issue
7
Pages
4521-4543
ISSN
  • 1680-7316 (ISSN-L)
  • 1680-7324
OpenAlex
W4376171088
Cited by
10
References
79
Citations by year
2026: 1 · 2025: 6 · 2024: 1 · 2023: 2
FWCI
1.11
Type
journal article
Language
en
Open access
Locations
  • Atmospheric chemistry and physics (publishedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
Office of the President, University of California (Grant LFR-18-548581)
Topics
  • Physical Sciences › Earth and Planetary Sciences › Atmospheric Science › Atmospheric chemistry and aerosols
  • Physical Sciences › Environmental Science › Global and Planetary Change › Fire effects on ecosystems
  • Physical Sciences › Environmental Science › Global and Planetary Change › Atmospheric aerosols and clouds
Keywords
wildfire emissions, carbon monoxide, carbon dioxide, methane, aerosol optical depth, emission factors, modified combustion efficiency, combustion phase, smoke plumes, TROPOMI, AERONET, methane budget, greenhouse gas emissions, Sierra Nevada, California wildfires

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 2026-10-19.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-19.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

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