The DOI matches its Crossref record; 83 of the 83 references it cites were found in a registry or an index.
Attribution of observed historical near‒surface temperature variations to anthropogenic and natural causes using CMIP5 simulations
Open accessAbstract
We have carried out an investigation into the causes of changes in near‒surface temperatures from 1860 to 2010. We analyze the HadCRUT4 observational data set which has the most comprehensive set of adjustments available to date for systematic biases in sea surface temperatures and the CMIP5 ensemble of coupled models which represents the most sophisticated multi‒model climate modeling exercise yet carried out. Simulations that incorporate both anthropogenic and natural factors span changes in observed temperatures between 1860 and 2010, while simulations of natural factors do not warm as much as observed. As a result of sampling a much wider range of structural modeling uncertainty, we find a wider spread of historic temperature changes in CMIP5 than was simulated by the previous multi‒model ensemble, CMIP3. However, calculations of attributable temperature trends based on optimal detection support previous conclusions that human‒induced greenhouse gases dominate observed global warming since the mid‒20th century. With a much wider exploration of model uncertainty than previously carried out, we find that individually the models give a wide range of possible counteracting cooling from the direct and indirect effects of aerosols and other non‒greenhouse gas anthropogenic forcings. Analyzing the multi‒model mean over 1951–2010 (focusing on the most robust result), we estimate a range of possible contributions to the observed warming of approximately 0.6 K from greenhouse gases of between 0.6 and 1.2 K, balanced by a counteracting cooling from other anthropogenic forcings of between 0 and −0.5 K.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
An Overview of CMIP5 and the Experiment Design
Taylor, K. E., Stouffer, R. J., & Meehl, G. A. (2012) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-11-00094.1 · Cited by 14,052
(2007) · Medical Entomology and Zoology · Cited by 9,612
Summarizing multiple aspects of model performance in a single diagram
Taylor, K. E. (2001) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2000jd900719 · Cited by 8,477
The representative concentration pathways: an overview
van Vuuren, D. P., Edmonds, J., Kainuma, M., Riahi, K., Thomson, A., Hibbard, K., Hurtt, G. C., Kram, T., Krey, V., Lamarque, J.-F., et al. (2011) · Climatic Change · doi:10.1007/s10584-011-0148-z · Cited by 7,741
Griggs, D. J., & Noguer, M. (2002) · Weather · doi:10.1256/004316502320517344 · Cited by 5,754
Numerical recipes in Fortran (The art of scientific computing)
Ames, W. F., & Brezinski, C. (1993) · Mathematics and Computers in Simulation · doi:10.1016/0378-4754(93)90043-t · Cited by 4,304
Field, C. B., Barros, V. R., Stocker, T. F., Qin, D., Dokken, D. J., Ebi, K. L., Mastrandrea, M. D., Mach, K. J., Plattner, G., Allen, S., et al. (2012) · Cambridge University Press eBooks · Cited by 3,037
Constraints on future changes in climate and the hydrologic cycle
Allen, M. R., & Ingram, W. J. (2002) · Nature · doi:10.1038/nature01092 · Cited by 3,009
Improvements to NOAA’s Historical Merged Land–Ocean Surface Temperature Analysis (1880–2006)
Smith, T. M., Reynolds, R. W., Peterson, T. C., & Lawrimore, J. (2008) · Journal of Climate · doi:10.1175/2007jcli2100.1 · Cited by 2,923
THE WCRP CMIP3 Multimodel Dataset: A New Era in Climate Change Research
Meehl, G. A., Covey, C., Delworth, T., Latif, M., McAvaney, B., Mitchell, J. F. B., Stouffer, R. J., & Taylor, K. E. (2007) · Bulletin of the American Meteorological Society · doi:10.1175/bams-88-9-1383 · Cited by 2,826
The Pacific Decadal Oscillation
Mantua, N. J., & Hare, S. R. (2002) · Journal of Oceanography · doi:10.1023/a:1015820616384 · Cited by 2,773
The potential to narrow uncertainty in regional climate predictions.
Hawkins, E., & Sutton, R. (2009) · Bulletin of the American Meteorological Society · doi:10.1175/2009bams2607.1 · Cited by 2,732
Hansen, J., Sato, M., Ruedy, R., Lo, K., Lea, D. W., & Medina-Elizade, M. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0606291103 · Cited by 2,134
Uncertainty estimates in regional and global observed temperature changes: A new data set from 1850
Brohan, P., Kennedy, J. J., Harris, I., Tett, S. F. B., & Jones, P. D. (2006) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2005jd006548 · Cited by 2,040
Morice, C. P., Kennedy, J. J., Rayner, N. A., & Jones, P. D. (2012) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2011jd017187 · Cited by 1,657
Quantification of modelling uncertainties in a large ensemble of climate change simulations.
Murphy, J. M., Sexton, D. M. H., Barnett, D. N., Jones, G. S., Webb, M. J., Collins, M., & Stainforth, D. A. (2004) · Nature · doi:10.1038/nature02771 · Cited by 1,655
Self-citationRobustness and uncertainties in the new CMIP5 climate model projections
Knutti, R., & Sedláček, J. (2013) · Nature Climate Change · doi:10.1038/nclimate1716 · Cited by 1,569
Challenges in combining projections from multiple climate models.
Knutti, R., Furrer, R., Tebaldi, C., Cermak, J., & Meehl, G. A. (2010) · Journal of Climate · doi:10.1175/2009jcli3361.1 · Cited by 1,270
Uncertainty in predictions of the climate response to rising levels of greenhouse gases
Stainforth, D. A., Aina, T., Christensen, C., Collins, M., Faull, N., Frame, D. J., Kettleborough, J. A., Knight, S., Martin, A., Murphy, J. M., et al. (2005) · Nature · doi:10.1038/nature03301 · Cited by 1,166
Detection of human influence on twentieth-century precipitation trends
Zhang, X., Zwiers, F. W., Hegerl, G. C., Lambert, F. H., Gillett, N. P., Solomon, S., Stott, P. A., & Nozawa, T. (2007) · Nature · doi:10.1038/nature06025 · Cited by 1,027
Self-citationAerosols implicated as a prime driver of twentieth-century North Atlantic climate variability
Booth, B. B. B., Dunstone, N. J., Halloran, P. R., Andrews, T., & Bellouin, N. (2012) · Nature · doi:10.1038/nature10946 · Cited by 1,022
The HadGEM2-ES implementation of CMIP5 centennial simulations
Jones, C. D., Hughes, J. K., Bellouin, N., Hardiman, S. C., Jones, G. S., Knight, J., Liddicoat, S., O'Connor, F. M., Andres, R. J., Bell, C., et al. (2011) · Geoscientific Model Development · doi:10.5194/gmd-4-543-2011 · Cited by 918
Self-citationForcing, feedbacks and climate sensitivity in CMIP5 coupled atmosphere‐ocean climate models
Andrews, T., Gregory, J. M., Webb, M. J., & Taylor, K. E. (2012) · Geophysical Research Letters · doi:10.1029/2012gl051607 · Cited by 779
Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model
Smith, D. M., Cusack, S., Colman, A. W., Folland, C. K., Harris, G. R., & Murphy, J. M. (2007) · Science · doi:10.1126/science.1139540 · Cited by 756
Ishii, M., Shouji, A., Sugimoto, S., & Matsumoto, T. (2005) · International Journal of Climatology · doi:10.1002/joc.1169 · Cited by 704
External control of 20th century temperature by natural and anthropogenic forcings.
Stott, P. A., Tett, S. F. B., Jones, G. S., Allen, M. R., Mitchell, J. F. B., & Jenkins, G. J. (2000) · Science · doi:10.1126/science.290.5499.2133 · Cited by 672
Self-citationEstimating signal amplitudes in optimal fingerprinting, part I: theory
Allen, M. R., & Stott, P. A. (2003) · Climate Dynamics · doi:10.1007/s00382-003-0313-9 · Cited by 536
Self-citationMonte Carlo SSA: Detecting irregular oscillations in the Presence of Colored Noise
Allen, M. R., & Smith, L. A. (1996) · Journal of Climate · doi:10.1175/1520-0442(1996)009<3373:mcsdio>2.0.co;2 · Cited by 527
The end of model democracy?: An editorial comment
Knutti, R. (2010) · Climatic Change · doi:10.1007/s10584-010-9800-2 · Cited by 499
Enlightening Global Dimming and Brightening
Wild, M. (2012) · Bulletin of the American Meteorological Society · doi:10.1175/bams-d-11-00074.1 · Cited by 496
Checking for model consistency in optimal fingerprinting
Allen, M. R., & Tett, S. F. B. (1999) · Climate Dynamics · doi:10.1007/s003820050291 · Cited by 444
Estimation of natural and anthropogenic contributions to twentieth century temperature change
Tett, S. F. B., Jones, G. S., Stott, P. A., Hill, D. C., Mitchell, J. F. B., Allen, M. R., Ingram, W. J., Johns, T. C., Johnson, C. E., Jones, A., et al. (2002) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2000jd000028 · Cited by 427
Self-citationClimate Data Challenges in the 21st Century
Overpeck, J. T., Meehl, G. A., Bony, S., & Easterling, D. R. (2011) · Science · doi:10.1126/science.1197869 · Cited by 407
Kennedy, J. J., Rayner, N. A., Smith, R. O., Parker, D. E., & Saunby, M. (2011) · Journal of Geophysical Research · doi:10.1029/2010jd015220 · Cited by 403
Global temperature evolution 1979–2010
Foster, G., & Rahmstorf, S. (2011) · Environmental Research Letters · doi:10.1088/1748-9326/6/4/044022 · Cited by 399
Risks of Model Weighting in Multimodel Climate Projections
Weigel, A. P., Knutti, R., Liniger, M. A., & Appenzeller, C. (2010) · Journal of Climate · doi:10.1175/2010jcli3594.1 · Cited by 386
Reconciling anthropogenic climate change with observed temperature 1998–2008
Kaufmann, R. K., Kauppi, H., Mann, M. L., & Stock, J. H. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1102467108 · Cited by 366
Lean, J. L., & Rind, D. H. (2008) · Geophysical Research Letters · doi:10.1029/2008gl034864 · Cited by 366
Detecting Greenhouse-Gas-Induced Climate Change with an Optimal Fingerprint Method
Hegerl, G. C., von Storch, H., Hasselmann, K., Santer, B. D., Cubasch, U., & Jones, P. D. (1996) · Journal of Climate · doi:10.1175/1520-0442(1996)009<2281:dggicc>2.0.co;2 · Cited by 363
Detection and attribution of climate change: a regional perspective
Stott, P. A., Gillett, N. P., Hegerl, G. C., Karoly, D. J., Stone, D. A., Zhang, X., & Zwiers, F. (2010) · WIREs Climate Change · doi:10.1002/wcc.34 · Cited by 347
Self-citationMasson, D., & Knutti, R. (2011) · Geophysical Research Letters · doi:10.1029/2011gl046864 · Cited by 345
Use of models in detection and attribution of climate change
Hegerl, G., & Zwiers, F. (2011) · WIREs Climate Change · doi:10.1002/wcc.121 · Cited by 345
Forster, P. M., Andrews, T., Good, P., Gregory, J. M., Jackson, L. S., & Zelinka, M. (2013) · Journal of Geophysical Research: Atmospheres · doi:10.1002/jgrd.50174 · Cited by 344
Identification of human-induced changes in atmospheric moisture content
Santer, B. D., Mears, C., Wentz, F. J., Taylor, K. E., Gleckler, P. J., Wigley, T. M. L., Barnett, T. P., Boyle, J. S., Brüggemann, W., Gillett, N. P., et al. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0702872104 · Cited by 332
Self-citationConstraining the Ratio of Global Warming to Cumulative CO2 Emissions Using CMIP5 Simulations*
Gillett, N. P., Arora, V. K., Matthews, D., & Allen, M. R. (2013) · Journal of Climate · doi:10.1175/jcli-d-12-00476.1 · Cited by 308
Consistency of modelled and observed temperature trends in the tropical troposphere
Santer, B. D., Thorne, P. W., Haimberger, L., Taylor, K. E., Wigley, T. M. L., Lanzante, J. R., Solomon, S., Free, M., Gleckler, P. J., Jones, P. D., et al. (2008) · International Journal of Climatology · doi:10.1002/joc.1756 · Cited by 305
Coupled Model Intercomparison Project 5 (CMIP5) simulations of climate following volcanic eruptions
Driscoll, S., Bozzo, A., Gray, L. J., Robock, A., & Stenchikov, G. (2012) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2012jd017607 · Cited by 285
Collins, M., Booth, B. B. B., Bhaskaran, B., Harris, G. R., Murphy, J. M., Sexton, D. M. H., & Webb, M. J. (2011) · Climate Dynamics · doi:10.1007/s00382-010-0808-0 · Cited by 282
Multi-pattern fingerprint method for detection and attribution of climate change
Hasselmann, K. (1997) · Climate Dynamics · doi:10.1007/s003820050185 · Cited by 275
Attribution of polar warming to human influence
Gillett, N. P., Stone, D. A., Stott, P. A., Nozawa, T., Karpechko, A. Y., Hegerl, G. C., Wehner, M. F., & Jones, P. D. (2008) · Nature Geoscience · doi:10.1038/ngeo338 · Cited by 275
Self-citationA large discontinuity in the mid-twentieth century in observed global-mean surface temperature
Thompson, D. W. J., Kennedy, J. J., Wallace, J. M., & Jones, P. D. (2008) · Nature · doi:10.1038/nature06982 · Cited by 272
The two types of ENSO in CMIP5 models
Kim, S. T., & Yu, J. (2012) · Geophysical Research Letters · doi:10.1029/2012gl052006 · Cited by 266
On the Effective Number of Climate Models
Pennell, C., & Reichler, T. (2011) · Journal of Climate · doi:10.1175/2010jcli3814.1 · Cited by 235
Knutson, T. R., Delworth, T. L., Dixon, K. W., Held, I. M., Lu, J., Ramaswamy, V., Schwarzkopf, M. D., Stenchikov, G., & Stouffer, R. J. (2006) · Journal of Climate · doi:10.1175/jcli3709.1 · Cited by 232
Spatial Analysis to Quantify Numerical Model Bias and Dependence: How Many Climate Models Are There?
Jun, M., Knutti, R., & Nychka, D. W. (2008) · Journal of the American Statistical Association · doi:10.1198/016214507000001265 · Cited by 214
Towards the detection and attribution of an anthropogenic effect on climate
Santer, B. D., Taylor, K. E., Wigley, T. M. L., Penner, J. E., Jones, P. D., & Cubasch, U. (1995) · Climate Dynamics · doi:10.1007/bf00223722 · Cited by 209
Observational Constraints on Past Attributable Warming and Predictions of Future Global Warming
Stott, P. A., Mitchell, J. F. B., Allen, M. R., Delworth, T. L., Gregory, J. M., Meehl, G. A., & Santer, B. D. (2006) · Journal of Climate · doi:10.1175/jcli3802.1 · Cited by 183
Self-citationClimate Forcings and Climate Sensitivities Diagnosed from Coupled Climate Model Integrations
Forster, P. M. D. F., & Taylor, K. E. (2006) · Journal of Climate · doi:10.1175/jcli3974.1 · Cited by 143
Scale-Dependent Detection of Climate Change
Stott, P. A., & Tett, S. F. B. (1998) · Journal of Climate · doi:10.1175/1520-0442(1998)011<3282:sddocc>2.0.co;2 · Cited by 127
Self-citationDetecting natural influence on surface air temperature change in the early twentieth century
Nozawa, T., Nagashima, T., Shiogama, H., & Crooks, S. A. (2005) · Geophysical Research Letters · doi:10.1029/2005gl023540 · Cited by 118
Detection of Regional Surface Temperature Trends
Karoly, D. J., & Wu, Q. (2005) · Journal of Climate · doi:10.1175/jcli3565.1 · Cited by 113
Stott, P. A., Jones, G. S., Lowe, J. A., Thorne, P., Durman, C. F., Johns, T. C., & Thelen, J. (2006) · Journal of Climate · doi:10.1175/jcli3731.1 · Cited by 109
Self-citationDetecting anthropogenic influence with a multi‐model ensemble
Gillett, N. P., Zwiers, F. W., Weaver, A. J., Hegerl, G. C., Allen, M. R., & Stott, P. A. (2002) · Geophysical Research Letters · doi:10.1029/2002gl015836 · Cited by 98
Self-citationImproved constraints on 21st‐century warming derived using 160 years of temperature observations
Gillett, N. P., Arora, V. K., Flato, G. M., Scinocca, J., & von Salzen, K. (2011) · Geophysical Research Letters · doi:10.1029/2011gl050226 · Cited by 95
Detection of external influence on sea level pressure with a multi‐model ensemble
Gillett, N. P., Allan, R. J., & Ansell, T. J. (2005) · Geophysical Research Letters · doi:10.1029/2005gl023640 · Cited by 87
Climate Drift in the CMIP3 Models
Gupta, A. S., Muir, L. C., Brown, J. N., Phipps, S. J., Durack, P. J., Monselesan, D. P., & Wijffels, S. (2012) · Journal of Climate · doi:10.1175/jcli-d-11-00312.1 · Cited by 86
Multimodel Multisignal Climate Change Detection at Regional Scale
Zhang, X., Zwiers, F. W., & Stott, P. A. (2006) · Journal of Climate · doi:10.1175/jcli3851.1 · Cited by 78
Self-citationComparison of Near-Surface Air Temperature Variability in 11 Coupled Global Climate Models
Barnett, T. P. (1999) · Journal of Climate · doi:10.1175/1520-0442(1999)012<0511:consat>2.0.co;2 · Cited by 74
Human contribution to rapidly increasing frequency of very warm Northern Hemisphere summers
Jones, G. S., Stott, P. A., & Christidis, N. (2008) · Journal of Geophysical Research Atmospheres · doi:10.1029/2007jd008914 · Cited by 72
Self-citationStouffer, R. J., Hegerl, G. C., & Tett, S. F. B. (2000) · Journal of Climate · doi:10.1175/1520-0442(2000)013<0513:acosat>2.0.co;2 · Cited by 67
Quantifying anthropogenic influence on recent near-surface temperature change
Allen, M. R., Gillett, N. P., Kettleborough, J. A., Hegerl, G. C., Schnur, R., Stott, P. A., Boer, G. J., Covey, C., Delworth, T. L., Jones, G. S., et al. (2006) · Surveys in Geophysics · doi:10.1007/s10712-006-9011-6 · Cited by 66
Self-citationHegerl, G. C., Stott, P. A., Allen, M. R., Mitchell, J. F. B., Tett, S. F. B., & Ulrich Cubasch, B. (2000) · Climate Dynamics · doi:10.1007/s003820000071 · Cited by 64
Self-citationToward a model space and model independence metric
Abramowitz, G., & Gupta, H. V. (2008) · Geophysical Research Letters · doi:10.1029/2007gl032834 · Cited by 61
Testing ensembles of climate change scenarios for “statistical significance”
von STORCH, H., & Zwiers, F. W. (2012) · Climatic Change · doi:10.1007/s10584-012-0551-0 · Cited by 53
Jones, G. S., Lockwood, M., & Stott, P. A. (2012) · Journal of Geophysical Research Atmospheres · doi:10.1029/2011jd017013 · Cited by 52
Self-citationLockwood, M. (2008) · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · doi:10.1098/rspa.2007.0348 · Cited by 49
Probabilistic estimates of recent changes in temperature: a multi-scale attribution analysis
Christidis, N., Stott, P. A., Zwiers, F. W., Shiogama, H., & Nozawa, T. (2009) · Climate Dynamics · doi:10.1007/s00382-009-0615-7 · Cited by 40
Self-citationJones, G. S., Christidis, N., & Stott, P. A. (2011) · Atmospheric chemistry and physics · doi:10.5194/acp-11-799-2011 · Cited by 39
Self-citationEffect of Observational Sampling Error on the Detection of Anthropogenic Climate Change*
Hegerl, G. C., Jones, P. D., & Barnett, T. P. (2001) · Journal of Climate · Cited by 30
Effect of carbonaceous aerosols on surface temperature in the mid twentieth century
Nagashima, T., Shiogama, H., Yokohata, T., Takemura, T., Crooks, S. A., & Nozawa, T. (2006) · Geophysical Research Letters · doi:10.1029/2005gl024887 · Cited by 21
Observed 21st century temperatures further constrain likely rates of future warming
Stott, P. A., & Jones, G. S. (2012) · Atmospheric Science Letters · doi:10.1002/asl.383 · Cited by 19
Self-citationJones, G. S., & Stott, P. A. (2011) · Geophysical Research Letters · doi:10.1029/2011gl049324 · Cited by 15
Self-citation
Cited by
The Detection and Attribution Model Intercomparison Project (DAMIP v1.0) contribution to CMIP6
Gillett, N. P., Shiogama, H., Funke, B., Hegerl, G., Knutti, R., Matthes, K., Santer, B. D., Stone, D., & Tebaldi, C. (2016) · Geoscientific Model Development · doi:10.5194/gmd-9-3685-2016 · Cited by 597
Dramatically increasing chance of extremely hot summers since the 2003 European heatwave
Christidis, N., Jones, G. S., & Stott, P. A. (2015) · Nature Climate Change · doi:10.1038/nclimate2468 · Cited by 573
Self-citationGlobal impacts of the 1980s regime shift
Reid, P. C., Hari, R. E., Beaugrand, G., Livingstone, D. M., Marty, C., Straile, D., Barichivich, J., Goberville, E., Adrian, R., Aono, Y., et al. (2016) · Global Change Biology · doi:10.1111/gcb.13106 · Cited by 359
(2023) · Climate Change 2021 – The Physical Science Basis · doi:10.1017/9781009157896.003 · Cited by 298
Anchukaitis, K. J., Wilson, R., Briffa, K. R., Büntgen, U., Cook, E. R., D'Arrigo, R., Davi, N., Esper, J., Frank, D., Gunnarson, B. E., et al. (2017) · Quaternary Science Reviews · doi:10.1016/j.quascirev.2017.02.020 · Cited by 294
Metadata
- Authors
- Jones, G. S., Stott, P. A., & Christidis, N.
- Venue
- Journal of Geophysical Research: Atmospheres
- Publisher
- American Geophysical Union (AGU)
- Published
- 2013-05-21
- Volume
- 118
- Issue
- 10
- Pages
- 4001-4024
- ISSN
- 0148-0227 (ISSN-L)
- 2169-897X
- 2169-8996
- OpenAlex
- W1852459434
- Cited by
- 257
- References
- 83
- FWCI
- 22.16
- Type
- journal article
- Language
- en
- Open access
- bronze
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.
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 ›
Are you an author, or do you see a problem with this page? Request a review
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.