A communal catalogue reveals Earth's multiscale microbial diversity
Open accessAbstract
Our growing awareness of the microbial world's importance and diversity contrasts starkly with our limited understanding of its fundamental structure. Despite recent advances in DNA sequencing, a lack of standardized protocols and common analytical frameworks impedes comparisons among studies, hindering the development of global inferences about microbial life on Earth. Here we present a meta-analysis of microbial community samples collected by hundreds of researchers for the Earth Microbiome Project. Coordinated protocols and new analytical methods, particularly the use of exact sequences instead of clustered operational taxonomic units, enable bacterial and archaeal ribosomal RNA gene sequences to be followed across multiple studies and allow us to explore patterns of diversity at an unprecedented scale. The result is both a reference database giving global context to DNA sequence data and a framework for incorporating data from future studies, fostering increasingly complete characterization of Earth's microbial diversity.
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At present, all 96 individual studies that make up the Earth Microbiome Project are grouped together under a single Super Study, as are MGnify analyses for 8 distinct Tara Oceans datasets.
“For example, at present, all 96 individual studies that make up the Earth Microbiome Project (18) are grouped together under a single Super Study, as are MGnify analyses for 8 distinct Tara Oceans (19) datasets.”
From MGnify: the microbiome analysis resource in 2020 (2019) · cites this paper as [18]
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- Authors
- Thompson, L. R., Sanders, J. G., McDonald, D., Amir, A., Ladau, J., Locey, K. J., Prill, R. J., Tripathi, A., Gibbons, S. M., Ackermann, G., Navas-Molina, J. A., Janssen, S., Kopylova, E., Vázquez-Baeza, Y., González, A., Morton, J. T., Mirarab, S., Zech Xu, Z., Jiang, L., Haroon, M. F., Kanbar, J., Zhu, Q., Jin Song, S., Kosciolek, T., Bokulich, N. A., Lefler, J., Brislawn, C. J., Humphrey, G., Owens, S. M., Hampton-Marcell, J., Berg-Lyons, D., McKenzie, V., Fierer, N., Fuhrman, J. A., Clauset, A., Stevens, R. L., Shade, A., Pollard, K. S., Goodwin, K. D., Jansson, J. K., Gilbert, J. A., Knight, R., The Earth Microbiome Project Consortium, Rivera, J. L. A., Al-Moosawi, L., Alverdy, J., Amato, K. R., Andras, J., Angenent, L. T., Antonopoulos, D. A., Apprill, A., Armitage, D., Ballantine, K., Bárta, J., Baum, J. K., Berry, A., Bhatnagar, A., Bhatnagar, M., Biddle, J. F., Bittner, L., Boldgiv, B., Bottos, E., Boyer, D. M., Braun, J., Brazelton, W., Brearley, F. Q., Campbell, A. H., Caporaso, J. G., Cardona, C., Carroll, J., Cary, S. C., Casper, B. B., Charles, T. C., Chu, H., Claar, D. C., Clark, R. G., Clayton, J. B., Clemente, J. C., Cochran, A., Coleman, M. L., Collins, G., Colwell, R. R., Contreras, M., Crary, B. B., Creer, S., Cristol, D. A., Crump, B. C., Cui, D., Daly, S. E., Davalos, L., Dawson, R. D., Defazio, J., Delsuc, F., Dionisi, H. M., Dominguez-Bello, M. G., Dowell, R., Dubinsky, E. A., Dunn, P. O., Ercolini, D., Espinoza, R. E., Ezenwa, V., Fenner, N., Findlay, H. S., Fleming, I. D., Fogliano, V., Forsman, A., Freeman, C., Friedman, E. S., Galindo, G., Garcia, L., Garcia-Amado, M. A., Garshelis, D., Gasser, R. B., Gerdts, G., Gibson, M. K., Gifford, I., Gill, R. T., Giray, T., Gittel, A., Golyshin, P., Gong, D., Grossart, H.-P., Guyton, K., Haig, S.-J., Hale, V., Hall, R. S., Hallam, S. J., Handley, K. M., Hasan, N. A., Haydon, S. R., Hickman, J. E., Hidalgo, G., Hofmockel, K. S., Hooker, J., Hulth, S., Hultman, J., Hyde, E., Ibáñez-Álamo, J. D., Jastrow, J. D., Jex, A. R., Johnson, L. S., Johnston, E. R., Joseph, S., Jurburg, S. D., Jurelevicius, D., Karlsson, A., Karlsson, R., Kauppinen, S., Kellogg, C. T. E., Kennedy, S. J., Kerkhof, L. J., King, G. M., Kling, G. W., Koehler, A. V., Krezalek, M., Kueneman, J., Lamendella, R., Landon, E. M., Lane-deGraaf, K., LaRoche, J., Larsen, P., Laverock, B., Lax, S., Lentino, M., Levin, I. I., Liancourt, P., Liang, W., Linz, A. M., Lipson, D. A., Liu, Y., Lladser, M. E., Lozada, M., Spirito, C. M., MacCormack, W. P., MacRae-Crerar, A., Magris, M., Martín-Platero, A. M., Martín-Vivaldi, M., Martínez, L. M., Martínez-Bueno, M., Marzinelli, E. M., Mason, O. U., Mayer, G. D., McDevitt-Irwin, J. M., McDonald, J. E., McGuire, K. L., McMahon, K. D., McMinds, R., Medina, M., Mendelson, J. R., Metcalf, J. L., Meyer, F., Michelangeli, F., Miller, K., Mills, D. A., Minich, J., Mocali, S., Moitinho-Silva, L., Moore, A., Morgan-Kiss, R. M., Munroe, P., Myrold, D., Neufeld, J. D., Ni, Y., Nicol, G. W., Nielsen, S., Nissimov, J. I., Niu, K., Nolan, M. J., Noyce, K., O’Brien, S. L., Okamoto, N., Orlando, L., Castellano, Y. O., Osuolale, O., Oswald, W., Parnell, J., Peralta-Sánchez, J. M., Petraitis, P., Pfister, C., Pilon-Smits, E., Piombino, P., Pointing, S. B., Pollock, F. J., Potter, C., Prithiviraj, B., Quince, C., Rani, A., Ranjan, R., Rao, S., Rees, A. P., Richardson, M., Riebesell, U., Robinson, C., Rockne, K. J., Rodriguezl, S. M., Rohwer, F., Roundstone, W., Safran, R. J., Sangwan, N., Sanz, V., Schrenk, M., Schrenzel, M. D., Scott, N. M., Seger, R. L., Seguin-Orlando, A., Seldin, L., Seyler, L. M., Shakhsheer, B., Sheets, G. M., Shen, C., Shi, Y., Shin, H., Shogan, B. D., Shutler, D., Siegel, J., Simmons, S., Sjöling, S., Smith, D. P., Soler, J. J., Sperling, M., Steinberg, P. D., Stephens, B., Stevens, M. A., Taghavi, S., Tai, V., Tait, K., Tan, C. L., Tas¸, N., Taylor, D. L., Thomas, T., Timling, I., Turner, B. L., Urich, T., Ursell, L. K., van der Lelie, D., Van Treuren, W., van Zwieten, L., Vargas-Robles, D., Thurber, R. V., Vitaglione, P., Walker, D. A., Walters, W. A., Wang, S., Wang, T., Weaver, T., Webster, N. S., Wehrle, B., Weisenhorn, P., Weiss, S., Werner, J. J., West, K., Whitehead, A., Whitehead, S. R., Whittingham, L. A., Willerslev, E., Williams, A. E., Wood, S. A., Woodhams, D. C., Yang, Y., Zaneveld, J., Zarraonaindia, I., Zhang, Q., & Zhao, H.
- Affiliations
- National Oceanic and Atmospheric Administration (US)
- University of California San Diego (US)
- Gladstone Institutes (US)
- Indiana University Bloomington (US)
- IBM Research - Almaden (US)
- Broad Institute (US)
- Harvard University (US)
- Northern Arizona University (US)
- Pacific Northwest National Laboratory (US)
- Argonne National Laboratory (US)
- University of Colorado Boulder (US)
- Cooperative Institute for Research in Environmental Sciences (US)
- University of Southern California (US)
- Michigan State University (US)
- Plymouth Marine Laboratory (GB)
- University of Chicago (US)
- Northwestern University (US)
- Mount Holyoke College (US)
- Cornell University (US)
- Woods Hole Oceanographic Institution (US)
- University of Notre Dame (US)
- University of Victoria (CA)
- University of California, Davis (US)
- Maharshi Dayanand Saraswati University (IN)
- University of Delaware (US)
- Évolution Paris Seine (FR)
- National University of Mongolia (MN)
- Wildlife Conservation Society (US)
- San Diego Zoo Institute for Conservation Research (US)
- University of Utah (US)
- Manchester Metropolitan University (GB)
- UNSW Sydney (AU)
- UiT The Arctic University of Norway (NO)
- University of Waikato (NZ)
- University of Pennsylvania (US)
- University of Waterloo (CA)
- Chinese Academy of Sciences (CN)
- Environment and Climate Change Canada (CA)
- University of Minnesota (US)
- Colorado State University (US)
- Ollscoil na Gaillimhe – University of Galway (IE)
- University of Maryland, College Park (US)
- Instituto Venezolano de Investigaciones Científicas (VE)
- University of Wisconsin–Madison (US)
- Bangor University (GB)
- William & Mary (US)
- Oregon State University (US)
- Purdue University West Lafayette (US)
- University of Northern British Columbia (CA)
- Centre National de la Recherche Scientifique (FR)
- Centro Científico Tecnológico Patagónico (AR)
- University of California, Berkeley (US)
- University of Wisconsin–Milwaukee (US)
- University of Naples Federico II (IT)
- California State University, Northridge (US)
- University of Georgia (US)
- Vanderbilt University (US)
- Lawrence Berkeley National Laboratory (US)
- University of Puerto Rico System (PR)
- Minnesota Department of Natural Resources (US)
- The University of Melbourne (AU)
- Alfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung (DE)
- Washington University in St. Louis (US)
- Aarhus University (DK)
- Virginia Institute of Marine Science (US)
- University of Potsdam (DE)
- University of Michigan (US)
- The Ohio State University (US)
- University of British Columbia (CA)
- University of Auckland (NZ)
- Melbourne Water (AU)
- Columbia University (US)
- Chief Dull Knife College (US)
- University of Gothenburg (SE)
- University of Helsinki (FI)
- Towson University (US)
- Georgia Institute of Technology (US)
- Wageningen University & Research (NL)
- Universidade Federal do Rio de Janeiro (BR)
- Biomatics, Inc. (Japan) (JP)
- Rutgers, The State University of New Jersey (US)
- Louisiana State University (US)
- Juniata College (US)
- Fontbonne University (US)
- Dalhousie University (CA)
- University of Technology Sydney (AU)
- Colección Ornitológica Phelps (VE)
- University of Tübingen (DE)
- San Diego State University (US)
- Universidad de Granada (ES)
- Florida State University (US)
- Texas Tech University (US)
- University of Oregon (US)
- Pennsylvania State University (US)
- Morningside College (US)
- Université de Lyon (FR)
- Fanjingshan National Nature Reserve (CN)
- Université Toulouse III - Paul Sabatier (FR)
- Elizade University (NG)
- Emerson College (US)
- Novozymes (United States) (US)
- Auckland University of Technology (NZ)
- City University of New York (US)
- University of Warwick (GB)
- University of Illinois Chicago (US)
- GEOMAR Helmholtz Centre for Ocean Research Kiel (DE)
- University of East Anglia (GB)
- University of Maine (US)
- Emory University (US)
- Sejong University (KR)
- University of Toronto (CA)
- Södertörn University (SE)
- Baylor College of Medicine (US)
- Consejo Superior de Investigaciones Científicas (ES)
- Illinois Institute of Technology (US)
- Western University (CA)
- University of New Mexico (US)
- University of Alaska Fairbanks (US)
- Smithsonian Tropical Research Institute (PA)
- University of Vienna (AT)
- Max Planck Institute for Developmental Biology (DE)
- Australian Institute of Marine Science (AU)
- University of California, Irvine (US)
- SUNY Cortland (US)
- Virginia Tech (US)
- University of Copenhagen (DK)
- Yale University (US)
- University of Massachusetts Boston (US)
- Tongren University (CN)
- University of Washington Bothell (US)
- University of the Basque Country (ES)
- Corresponding author
- Knight, Rob
- ORCID
- Thompson, Luke R.
- Sanders, Jon G.
- McDonald, Daniel
- Amir, Amnon
- Ladau, Joshua
- Locey, Kenneth J.
- Tripathi, Anupriya
- Gibbons, Sean M.
- Ackermann, Gail
- Navas-Molina, Jose A.
- Kopylova, Evguenia
- González, Antonio
- Morton, James T.
- Mirarab, Siavash
- Jiang, Lingjing
- Haroon, Mohamed F.
- Kanbar, Jad
- Zhu, Qiyun
- Bokulich, Nicholas A.
- Brislawn, Colin J.
- Humphrey, Gregory
- Owens, Sarah M.
- McKenzie, Valerie
- Fierer, Noah
- Fuhrman, Jed A.
- Clauset, Aaron
- Stevens, Rick L.
- Shade, Ashley
- Pollard, Katherine S.
- Goodwin, Kelly D.
- Jansson, Janet K.
- Gilbert, Jack A.
- Knight, Rob
- Alverdy, John
- Amato, Katherine R.
- Andras, Jason
- Angenent, Largus T.
- Antonopoulos, Dionysios A.
- Apprill, Amy
- Ballantine, Kate
- Baum, Julia K.
- Bhatnagar, Ashish
- Biddle, Jennifer F.
- Bittner, Lucie
- Boldgiv, Bazartseren
- Bottos, Eric
- Brazelton, William
- Brearley, Francis Q.
- Campbell, Alexandra H.
- Caporaso, J. Gregory
- Carroll, JoLynn
- Cary, S. Craig
- Charles, Trevor C.
- Chu, Haiyan
- Claar, Danielle C.
- Clark, Robert G.
- Clayton, Jonathan B.
- Coleman, Maureen L.
- Collins, Gavin
- Colwell, Rita R.
- Contreras, Mónica
- Crary, Benjamin B.
- Creer, Simon
- Cristol, Daniel A.
- Crump, Byron C.
- Dawson, Russell D.
- Defazio, Jennifer
- Delsuc, Frédéric
- Dionisi, Hebe M.
- Dowell, Robin
- Dubinsky, Eric A.
- Dunn, Peter O.
- Ercolini, Danilo
- Espinoza, Robert E.
- Ezenwa, Vanessa
- Fenner, Nathalie
- Findlay, Helen S.
- Fleming, Irma D.
- Fogliano, Vincenzo
- Forsman, Anna
- Freeman, Chris
- Friedman, Elliot S.
- Garshelis, David
- Gasser, Robin B.
- Gerdts, Gunnar
- Gibson, Molly K.
- Gifford, Isaac
- Gill, Ryan T.
- Gittel, Antje
- Golyshin, Peter
- Gong, Donglai
- Grossart, Hans-Peter
- Guyton, Kristina
- Haig, Sarah-Jane
- Hale, Vanessa
- Hall, Ross Stephen
- Hallam, Steven J.
- Handley, Kim M.
- Hasan, Nur A.
- Haydon, Shane R.
- Hickman, Jonathan E.
- Hofmockel, Kirsten S.
- Hulth, Stefan
- Hultman, Jenni
- Jastrow, Julie D.
- Jex, Aaron R.
- Johnson, L. Scott
- Johnston, Eric R.
- Jurburg, Stephanie D.
- Jurelevicius, Diogo
- Karlsson, Anders
- Karlsson, Roger
- Kauppinen, Seth
- Kellogg, Colleen T. E.
- Kerkhof, Lee J.
- King, Gary M.
- Kling, George W.
- Koehler, Anson V.
- Krezalek, Monika
- Kueneman, Jordan
- Lamendella, Regina
- Landon, Emily M.
- LaRoche, Julie
- Laverock, Bonnie
- Lax, Simon
- Lentino, Miguel
- Levin, Iris I.
- Liancourt, Pierre
- Linz, Alexandra M.
- Lipson, David A.
- Liu, Yongqin
- Lladser, Manuel E.
- Lozada, Mariana
- Martín-Platero, Antonio M.
- Marzinelli, Ezequiel M.
- Mason, Olivia U.
- Mayer, Gregory D.
- McDonald, James E.
- McGuire, Krista L.
- McMahon, Katherine D.
- McMinds, Ryan
- Medina, Mónica
- Mendelson, Joseph R.
- Metcalf, Jessica L.
- Meyer, Folker
- Mills, David A.
- Minich, Jeremiah
- Munroe, Paul
- Myrold, David
- Neufeld, Josh D.
- Ni, Yingying
- Nicol, Graeme W.
- Nissimov, Jozef I.
- Niu, Kefeng
- Nolan, Matthew J.
- Noyce, Karen
- Okamoto, Noriko
- Orlando, Ludovic
- Osuolale, Olayinka
- Parnell, Jacob
- Petraitis, Peter
- Pfister, Catherine
- Piombino, Paola
- Pointing, Stephen B.
- Pollock, F. Joseph
- Potter, Caitlin
- Prithiviraj, Bharath
- Quince, Christopher
- Rani, Asha
- Ranjan, Ravi
- Rao, Subramanya
- Rees, Andrew P.
- Richardson, Miles
- Riebesell, Ulf
- Robinson, Carol
- Rockne, Karl J.
- Rohwer, Forest
- Safran, Rebecca J.
- Sangwan, Naseer
- Schrenk, Matthew
- Scott, Nicole M.
- Seldin, Lucy
- Seyler, Lauren M.
- Shakhsheer, Baddr
- Shen, Congcong
- Shi, Yu
- Shin, Hakdong
- Shogan, Benjamin D.
- Siegel, Jeffrey
- Sjöling, Sara
- Smith, Daniel P.
- Soler, Juan J.
- Steinberg, Peter D.
- Stephens, Brent
- Stevens, Melita A.
- Tai, Vera
- Tait, Karen
- Tan, Chia L.
- Taylor, D. Lee
- Thomas, Torsten
- Timling, Ina
- Turner, Benjamin L.
- Urich, Tim
- Vargas-Robles, Daniela
- Vitaglione, Paola
- Walker, Donald A.
- Walters, William A.
- Wang, Tao
- Webster, Nicole S.
- Wehrle, Beck
- Weisenhorn, Pamela
- Werner, Jeffrey J.
- Whitehead, Andrew
- Whitehead, Susan R.
- Whittingham, Linda A.
- Willerslev, Eske
- Wood, Stephen A.
- Woodhams, Douglas C.
- Zaneveld, Jesse
- Zarraonaindia, Iratxe
- Venue
- Nature
- Published
- 2017-11-01
- Volume
- 551
- Issue
- 7681
- Pages
- 457-463
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC6192678
- OpenAlex
- W2766358903
- Cited by
- 2,684
- References
- 83
- Citations by year
- 2026: 255 · 2025: 326 · 2024: 304 · 2023: 329 · 2022: 334 · 2021: 405 · 2020: 321 · 2019: 259 · 2018: 143 · 2017: 4 · 2016: 2
- FWCI
- 149.56
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Nature (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion, cc-by)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, cc-by)
- Helmholtz Centre for Ocean Research Kiel (GEOMAR) (acceptedVersion, other-oa)
- Marine Biological Association (acceptedVersion)
- LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) (acceptedVersion, cc-by)
- UEA Digital Repository (University of East Anglia) (acceptedVersion)
- Warwick Research Archive Portal (University of Warwick) (acceptedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- e-space (Manchester Metropolitan University) (acceptedVersion)
- Socio-Environmental Systems Modeling (acceptedVersion, cc-by)
- Aquila Digital Community (University of Southern Mississippi) (submittedVersion, cc-by)
- Civil War Book Review (submittedVersion, cc-by)
- Työväentutkimus Vuosikirja (submittedVersion, cc-by)
- Repository for Publications and Research Data (ETH Zurich) (submittedVersion, cc-by)
- Civil War Book Review (submittedVersion)
- W&M Publish (College of William & Mary) (submittedVersion)
- Journal of International Crisis and Risk Communication Research (submittedVersion)
- UNSWorks (UNSW Sydney) (submittedVersion, cc-by-nc-nd)
- HAL (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- Americanae (AECID Library) (submittedVersion, cc-by-nc-sa)
- ASEP (submittedVersion, public-domain)
- Tuwhera (Auckland University of Technology) (submittedVersion, cc-by)
- eScholarship (California Digital Library) (submittedVersion)
- Figshare (submittedVersion, cc-by)
- Institutional Research Information System University of Turin (University of Turin) (submittedVersion, cc-by)
- Minerva Access (University of Melbourne) (submittedVersion, cc-by)
- NOAA Institutional Repository (submittedVersion, cc-by)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- PUB – Publications at Bielefeld University (Bielefeld University) (submittedVersion)
- Publikationen an der Universität Bielefeld (Universität Bielefeld) (submittedVersion)
- University of Birmingham Research Portal (University of Birmingham) (submittedVersion)
- Griffith Research Online (submittedVersion, cc-by)
- Bangor University Research Portal (Bangor University) (submittedVersion, other-oa)
- UNSWorks (University of New South Wales, Sydney, Australia) (submittedVersion, cc-by-nc-nd)
- VTechWorks (Virginia Tech) (submittedVersion, cc-by)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, cc-by)
- Data Archiving and Networked Services (DANS) (submittedVersion, cc-by)
- ETH Zürich Research Collection (cc-by)
- Funders
- National Science Foundation (DE-AC02–06CH11357, 1053575, BIO150043)
- U.S. Department of Energy (DE‐ AC02‐06CH11357, ACI-1053575, AC02‐06CH11357, contract DE-AC02-06CH11357, 06CH11357, DE-AC02-)
- W. M. Keck Foundation (DT061413)
- John Templeton Foundation (44000)
- Mississippi State University
- Northern Gulf Institute
- Lawrence Foundation
- Tula Foundation
- Lundbeckfonden (R109-2012-9995, R70-2010-6286, R155-2013-16338, R38-2008-3048, R24-2008-2527)
- National Oceanic and Atmospheric Administration
- Natural Environment Research Council (pml010009, pml010007, NE/K00168X/1)
- Australian Research Council
- National Institute of Allergy and Infectious Diseases (R01AI123037)
- National Institute of Dental and Craniofacial Research (R01DE024463)
- Argonne National Laboratory (DE- AC02-06-CH11357, DE-AC02, AC02–06CH11357, 06CH11357)
- NOAA's Atlantic Oceanographic and Meteorological Laboratory
- Topics
- Physical Sciences › Environmental Science › Ecology › Microbial Community Ecology and Physiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Physical Sciences › Environmental Science › Ecology › Environmental DNA in Biodiversity Studies
- Keywords
- microbial diversity, Earth Microbiome Project, reference database, ribosomal RNA gene sequences, bacterial diversity, archaeal diversity, operational taxonomic units, standardized protocols
- MeSH terms
- Animals, Archaea, Bacteria, Ecology, Humans, Plants, RNA, Ribosomal, 16S, Earth, Planet, Gene Dosage, Biodiversity, Geographic Mapping, Microbiota
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 ›
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