Persistent microbiome alterations modulate the rate of post-dieting weight regain
Abstract
In tackling the obesity pandemic, considerable efforts are devoted to the development of effective weight reduction strategies, yet many dieting individuals fail to maintain a long-term weight reduction, and instead undergo excessive weight regain cycles. The mechanisms driving recurrent post-dieting obesity remain largely elusive. Here we identify an intestinal microbiome signature that persists after successful dieting of obese mice and contributes to faster weight regain and metabolic aberrations upon re-exposure to obesity-promoting conditions. Faecal transfer experiments show that the accelerated weight regain phenotype can be transmitted to germ-free mice. We develop a machine-learning algorithm that enables personalized microbiome-based prediction of the extent of post-dieting weight regain. Additionally, we find that the microbiome contributes to diminished post-dieting flavonoid levels and reduced energy expenditure, and demonstrate that flavonoid-based 'post-biotic' intervention ameliorates excessive secondary weight gain. Together, our data highlight a possible microbiome contribution to accelerated post-dieting weight regain, and suggest that microbiome-targeting approaches may help to diagnose and treat this common disorder.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Algorithms have been developed that use microbiota profiles to predict weight regain after dieting.
“development of algorithms that incorporate microbiota profiles to predict post-dieting weight gain (86)”
From The gut microbiota at the intersection of diet and human health (2018) · cites this paper as [86]
Cites
Trimmomatic: a flexible trimmer for Illumina sequence data
Bolger, A. M., Lohse, M., & Usadel, B. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btu170 · Cited by 65,548 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Kanehisa, M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.27 · Cited by 37,077 · see citing works
QIIME allows analysis of high-throughput community sequencing data
Caporaso, J. G., Kuczynski, J., Stombaugh, J., Bittinger, K., Bushman, F. D., Costello, E. K., Fierer, N., Peña, A. G., Goodrich, J. K., Gordon, J. I., et al. (2010) · Nature Methods · doi:10.1038/nmeth.f.303 · Cited by 34,887 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Ogata, H., Goto, S., Sato, K., Fujibuchi, W., Bono, H., & Kanehisa, M. (1999) · Nucleic Acids Research · doi:10.1093/nar/27.1.29 · Cited by 31,232 · see citing works
An obesity-associated gut microbiome with increased capacity for energy harvest
Turnbaugh, P. J., Ley, R. E., Mahowald, M. A., Magrini, V., Mardis, E. R., & Gordon, J. I. (2006) · Nature · doi:10.1038/nature05414 · Cited by 12,444 · see citing works
Diet rapidly and reproducibly alters the human gut microbiome
David, L. A., Maurice, C. F., Carmody, R. N., Gootenberg, D. B., Button, J. E., Wolfe, B. E., Ling, A. V., Devlin, A. S., Varma, Y., Fischbach, M. A., et al. (2014) · Nature · doi:10.1038/nature12820 · Cited by 10,100 · see citing works
Recognition of Commensal Microflora by Toll-Like Receptors Is Required for Intestinal Homeostasis
Rakoff-Nahoum, S., Paglino, J., Eslami-Varzaneh, F., Edberg, S., & Medzhitov, R. (2004) · Cell · doi:10.1016/j.cell.2004.07.002 · Cited by 4,251 · see citing works
Gut Microbiota from Twins Discordant for Obesity Modulate Metabolism in Mice
Ridaura, V. K., Faith, J. J., Rey, F. E., Cheng, J., Duncan, A. E., Kau, A. L., Griffin, N. W., Lombard, V., Henrissat, B., Bain, J. R., et al. (2013) · Science · doi:10.1126/science.1241214 · Cited by 3,788 · see citing works
An integrated catalog of reference genes in the human gut microbiome
MetaHIT Consortium, Li, J., Jia, H., Cai, X., Zhong, H., Feng, Q., Sunagawa, S., Arumugam, M., Kultima, J. R., Prifti, E., et al. (2014) · Nature Biotechnology · doi:10.1038/nbt.2942 · Cited by 2,164 · see citing works
Diet-induced extinctions in the gut microbiota compound over generations
Sonnenburg, E. D., Smits, S. A., Tikhonov, M., Higginbottom, S. K., Wingreen, N. S., & Sonnenburg, J. L. (2016) · Nature · doi:10.1038/nature16504 · Cited by 1,730 · see citing works
Transkingdom Control of Microbiota Diurnal Oscillations Promotes Metabolic Homeostasis
Thaiss, C. A., Zeevi, D., Levy, M., Zilberman-Schapira, G., Suez, J., Tengeler, A. C., Abramson, L., Katz, M. N., Korem, T., Zmora, N., et al. (2014) · Cell · doi:10.1016/j.cell.2014.09.048 · Cited by 1,449 · see citing works
Self-citationDiet dominates host genotype in shaping the murine gut microbiota
Carmody, R. N., Gerber, G. K., Luevano, J. M., Gatti, D. M., Somes, L., Svenson, K. L., & Turnbaugh, P. J. (2015) · Cell Host & Microbe · doi:10.1016/j.chom.2014.11.010 · Cited by 1,103 · see citing works
Levy, M., Thaiss, C. A., Zeevi, D., Dohnalová, L., Zilberman-Schapira, G., Mahdi, J. A., David, E., Savidor, A., Korem, T., Herzig, Y., et al. (2015) · Cell · doi:10.1016/j.cell.2015.10.048 · Cited by 960 · see citing works
Neumark-Sztainer, D., Wall, M., Guo, J., Story, M., Haines, J., & Eisenberg, M. (2006) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2006.01.003 · Cited by 939 · see citing works
Treatment of Obesity with Celastrol
Liu, J., Lee, J., Salazar Hernandez, M. A., Mazitschek, R., & Ozcan, U. (2015) · Cell · doi:10.1016/j.cell.2015.05.011 · Cited by 726 · see citing works
The GEM mapper: fast, accurate and versatile alignment by filtration
Marco‐Sola, S., Sammeth, M., Guigó, R., & Ribeca, P. (2012) · Nature Methods · doi:10.1038/nmeth.2221 · Cited by 523 · see citing works
Bacterial species involved in the conversion of dietary flavonoids in the human gut
Braune, A., & Blaut, M. (2016) · Gut Microbes · doi:10.1080/19490976.2016.1158395 · Cited by 514 · see citing works
Growth dynamics of gut microbiota in health and disease inferred from single metagenomic samples
Korem, T., Zeevi, D., Suez, J., Weinberger, A., Avnit-Sagi, T., Lotan‐Pompan, M., Matot, E., Jona, G., Harmelin, A., Cohen, N., et al. (2015) · Science · doi:10.1126/science.aac4812 · Cited by 437 · see citing works
Self-citationMicrobiota depletion promotes browning of white adipose tissue and reduces obesity
Suárez-Zamorano, N., Fabbiano, S., Chevalier, C., Stojanović, O., Colin, D. J., Stevanović, A., Veyrat-Durebex, C., Tarallo, V., Rigo, D., Germain, S., et al. (2015) · Nature Medicine · doi:10.1038/nm.3994 · Cited by 403 · see citing works
Dieting and weight cycling as risk factors for cardiometabolic diseases: Who is really at risk?
Montani, J. ‐., Schutz, Y., & Dulloo, A. G. (2015) · Obesity Reviews · doi:10.1111/obr.12251 · Cited by 257 · see citing works
Goldwasser, J., Cohen, P. Y., Yang, E., Balaguer, P., Yarmush, M. L., & Nahmias, Y. (2010) · PLoS ONE · doi:10.1371/journal.pone.0012399 · Cited by 231 · see citing works
Pathways from dieting to weight regain, to obesity and to the metabolic syndrome: An overview
Dulloo, A. G., & Montani, J. ‐. (2015) · Obesity Reviews · doi:10.1111/obr.12250 · Cited by 202 · see citing works
Does dieting make you fat? A twin study
Pietiläinen, K. H., Saarni, S. E., Kaprio, J., & Rissanen, A. (2012) · International Journal of Obesity · doi:10.1038/ijo.2011.160 · Cited by 173 · see citing works
Development and Characterization of High Affinity Leptins and Leptin Antagonists
Shpilman, M., Niv‐Spector, L., Katz, M. N., Varol, C., Solomon, G., Ayalon-Soffer, M., Boder, E. T., Halpern, Z., Elinav, E., & Gertler, A. (2010) · Journal of Biological Chemistry · doi:10.1074/jbc.m110.196402 · Cited by 141 · see citing works
Self-citationWeight cycling of athletes and subsequent weight gain in middleage
Saarni, S. E., Rissanen, A., Sarna, S. J., Koskenvuo, M., & Kaprio, J. A. (2006) · International Journal of Obesity · doi:10.1038/sj.ijo.0803325 · Cited by 120 · see citing works
Assini, J. M., Mulvihill, E. E., Burke, A. C., Sutherland, B. G., Telford, D. E., Chhoker, S. S., Sawyez, C. G., Drangova, M., Adams, A. C., Kharitonenkov, A., et al. (2015) · Endocrinology · doi:10.1210/en.2014-2003 · Cited by 119 · see citing works
Impact of weight cycling on risk of morbidity and mortality
Mehta, T. S., Smith, D. L., Muhammad, J., & Casazza, K. (2014) · Obesity Reviews · doi:10.1111/obr.12222 · Cited by 115 · see citing works
Weight regaining: From statistics and behaviors to physiology and metabolism
Anastasiou, C. A., Karfopoulou, E., & Yannakoulia, M. (2015) · Metabolism · doi:10.1016/j.metabol.2015.08.006 · Cited by 108 · see citing works
Pegylated Leptin Antagonist Is a Potent Orexigenic Agent: Preparation and Mechanism of Activity
Elinav, E., Niv‐Spector, L., Katz, M. N., Price, T. O., Ali, M. K., Yacobovitz, M., Solomon, G., Reicher, S., Lynch, J. L., Halpern, Z., et al. (2009) · Endocrinology · doi:10.1210/en.2008-1706 · Cited by 105 · see citing works
Self-citationden Hil, E. F. H.-V., van Schothorst, E. M., van der Stelt, I., Swarts, H. J. M., Vliet, M., Amolo, T., Vervoort, J. J. M., Venema, D. P., Hollman, P. C. H., Rietjens, I. M. C. M., et al. (2015) · Genes & Nutrition · doi:10.1007/s12263-015-0469-z · Cited by 96 · see citing works
Chrysin induces brown fat–like phenotype and enhances lipid metabolism in 3T3-L1 adipocytes
Choi, J. H., & Yun, J. W. (2016) · Nutrition · doi:10.1016/j.nut.2016.02.007 · Cited by 90 · see citing works
Guo, X., Liu, J., Cai, S., Wang, O., & Ji, B. (2015) · Obesity Research & Clinical Practice · doi:10.1016/j.orcp.2015.08.004 · Cited by 59 · see citing works
Myoung, H.-J., Kim, G., & Nam, K. (2010) · Archives of Pharmacal Research · doi:10.1007/s12272-010-1105-5 · Cited by 45 · see citing works
Kudo, N., Arai, Y., Suhara, Y., Ishii, T., Nakayama, T., & Osakabe, N. (2015) · PLoS ONE · doi:10.1371/journal.pone.0137809 · Cited by 43 · see citing works
US adults recommended for weight reduction by 1998 and 2013 obesity guidelines, NHANES 2007‐2012
Stevens, J., Oakkar, E. E., Cui, Z., Cai, J., & Truesdale, K. P. (2015) · Obesity · doi:10.1002/oby.20985 · Cited by 35 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Role of the gut microbiota in nutrition and health
Valdes, A. M., Walter, J., Segal, E., & Spector, T. D. (2018) · BMJ · doi:10.1136/bmj.k2179 · Cited by 2,375 · see citing works
Self-citationYou are what you eat: Diet, health and the gut microbiota
Zmora, N., Suez, J., & Elinav, E. (2019) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-018-0061-2 · Cited by 1,792 · see citing works
Self-citationDysbiosis and the immune system
Levy, M., Kolodziejczyk, A. A., Thaiss, C. A., & Elinav, E. (2017) · Nature Reviews Immunology · doi:10.1038/nri.2017.7 · Cited by 1,769 · see citing works
Self-citationThe intestinal microbiota fuelling metabolic inflammation
Tilg, H., Zmora, N., Adolph, T. E., & Elinav, E. (2020) · Nature Reviews Immunology · doi:10.1038/s41577-019-0198-4 · Cited by 1,089 · see citing works
Self-citationThe gut microbiota at the intersection of diet and human health
Gentile, C. L., & Weir, T. L. (2018) · Science · doi:10.1126/science.aau5812 · Cited by 1,049 · see citing works
Kootte, R. S., Levin, E., Salojärvi, J., Smits, L. P., Hartstra, A. V., Udayappan, S. D., Hermes, G., Bouter, K. E., Koopen, A. M., Holst, J. J., et al. (2017) · Cell Metabolism · doi:10.1016/j.cmet.2017.09.008 · Cited by 1,039 · see citing works
Hyperglycemia drives intestinal barrier dysfunction and risk for enteric infection
Thaiss, C. A., Levy, M., Grosheva, I., Zheng, D., Soffer, E., Blacher, E., Braverman, S., Tengeler, A. C., Barak, O., Elazar, M., et al. (2018) · Science · doi:10.1126/science.aar3318 · Cited by 942 · see citing works
Self-citationWestern Diet and the Immune System: An Inflammatory Connection
Christ, A., Lauterbach, M., & Latz, E. (2019) · Immunity · doi:10.1016/j.immuni.2019.09.020 · Cited by 907 · see citing works
Diet-microbiota interactions and personalized nutrition
Kolodziejczyk, A. A., Zheng, D., & Elinav, E. (2019) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0256-8 · Cited by 879 · see citing works
Self-citationEffect of Diet on the Gut Microbiota: Rethinking Intervention Duration
Leeming, E. R., Johnson, A. J., Spector, T. D., & Le Roy, C. I. (2019) · Nutrients · doi:10.3390/nu11122862 · Cited by 817 · see citing works
Daily sampling reveals personalized diet-microbiome associations in humans
Johnson, A. J., Vangay, P., Al-Ghalith, G. A., Hillmann, B. M., Ward, T. L., Shields-Cutler, R. R., Kim, A. D., Shmagel, A. K., Syed, A. N., Walter, J., et al. (2019) · Cell Host & Microbe · doi:10.1016/j.chom.2019.05.005 · Cited by 742 · see citing works
The Western Diet–Microbiome-Host Interaction and Its Role in Metabolic Disease
Zinöcker, M. K., & Lindseth, I. A. (2018) · doi:10.20944/preprints201803.0064.v1 · Cited by 776 · see citing works
Molecular phenomics and metagenomics of hepatic steatosis in non-diabetic obese women
Hoyles, L., Fernández-Real, J.-M., Federici, M., Serino, M., Abbott, J., Charpentier, J., Heymes, C., Luque, J. L., Anthony, E., Barton, R. H., et al. (2018) · Nature Medicine · doi:10.1038/s41591-018-0061-3 · Cited by 720 · see citing works
Our gut microbiome: The evolving inner self
Kundu, P., Blacher, E., Elinav, E., & Pettersson, S. (2017) · Cell · doi:10.1016/j.cell.2017.11.024 · Cited by 633 · see citing works
Self-citationThe role of the microbiome in NAFLD and NASH
Kolodziejczyk, A. A., Zheng, D., Shibolet, O., & Elinav, E. (2019) · EMBO Molecular Medicine · doi:10.15252/emmm.201809302 · Cited by 523 · see citing works
Self-citationThe neuroendocrinology of the microbiota-gut-brain axis: a behavioural perspective
Cussotto, S., Sandhu, K. V., Dinan, T. G., & Cryan, J. F. (2018) · Frontiers in Neuroendocrinology · doi:10.1016/j.yfrne.2018.04.002 · Cited by 326 · see citing works
“signature that persisted after successful dieting of obese mice and contributed to faster weight regain upon re-exposure to obesity-promoting factors (Thaiss et al., 2016).”
BackgroundGut microbiome, big data and machine learning to promote precision medicine for cancer
Cammarota, G., Ianiro, G., Ahern, A., Carbone, C., Temko, A., Claesson, M. J., Gasbarrini, A., & Tortora, G. (2020) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-020-0327-3 · Cited by 324 · see citing works
Gut reactions: Breaking down xenobiotic–microbiome interactions
Clarke, G., Sandhu, K. V., Griffin, B. T., Dinan, T. G., Cryan, J. F., & Hyland, N. P. (2019) · Pharmacological Reviews · doi:10.1124/pr.118.015768 · Cited by 319 · see citing works
The gut microbiota regulates white adipose tissue inflammation and obesity via a family of microRNAs
Virtue, A. T., McCright, S. J., Wright, J. M., Jimenez, M. T., Mowel, W. K., Kotzin, J. J., Joannas, L., Basavappa, M. G., Spencer, S. P., Clark, M. L., et al. (2019) · Science Translational Medicine · doi:10.1126/scitranslmed.aav1892 · Cited by 317 · see citing works
Self-citationPrecision nutrition: A systematic literature review
Kirk, D., Catal, C., & Tekinerdogan, B. (2021) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2021.104365 · Cited by 238 · see citing works
Diet, inflammation and the gut microbiome: mechanisms for obesity-associated cognitive impairment
Leigh, S.-J., & Morris, M. J. (2020) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2020.165767 · Cited by 221 · see citing works
Kurilshikov, A., van den Munckhof, I. C. L., Chen, L., Bonder, M. J., Schraa, K., Rutten, J. H. W., Riksen, N. P., de Graaf, J., Oosting, M., Sanna, S., et al. (2019) · Circulation Research · doi:10.1161/circresaha.118.314642 · Cited by 178 · see citing works
Effects of Diet-Modulated Autologous Fecal Microbiota Transplantation on Weight Regain
Rinott, E., Youngster, I., Yaskolka Meir, A., Tsaban, G., Zelicha, H., Kaplan, A., Knights, D., Tuohy, K., Fava, F., Scholz, M. U., et al. (2021) · Gastroenterology · doi:10.1053/j.gastro.2020.08.041 · Cited by 192 · see citing works
Feeding the microbiota: Transducer of nutrient signals for the host
Shanahan, F., van Sinderen, D., O’Toole, P. W., & Stanton, C. (2017) · Gut · doi:10.1136/gutjnl-2017-313872 · Cited by 157 · see citing works
Fragiadakis, G. K., Wastyk, H. C., Robinson, J. L., Sonnenburg, E. D., Sonnenburg, J. L., & Gardner, C. D. (2020) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/nqaa046 · Cited by 138 · see citing works
Mechanisms of Weight Loss After Obesity Surgery
Akalestou, E., Miras, A. D., Rutter, G. A., & le Roux, C. W. (2022) · Endocrine Reviews · doi:10.1210/endrev/bnab022 · Cited by 136 · see citing works
Lagoumintzis, G., & Patrinos, G. P. (2023) · Human Genomics · doi:10.1186/s40246-023-00561-w · Cited by 132 · see citing works
Sohail, M. U., Yassine, H. M., Sohail, A., & Thani, A. A. A. (2019) · Review of Diabetic Studies · doi:10.1900/rds.2019.15.35 · Cited by 128 · see citing works
Pan, W., Zhao, J., Wu, J., Xu, D., Meng, X., Jiang, P., Shi, H., Ge, X., Yang, X., Hu, M., et al. (2023) · Microbiome · doi:10.1186/s40168-023-01471-8 · Cited by 113 · see citing works
The Gut Microbiome and Individual-Specific Responses to Diet
Leshem, A., Segal, E., & Elinav, E. (2020) · mSystems · doi:10.1128/msystems.00665-20 · Cited by 109 · see citing works
The human microbiome in clinical translation: from bench to bedside
Bautista, J., Echeverría, C. E., Maldonado-Noboa, I., Ojeda-Mosquera, S., Hidalgo-Tinoco, C., & López-Cortés, A. (2025) · Frontiers in Microbiology · doi:10.3389/fmicb.2025.1632435 · Cited by 55 · see citing works
Prescott, S. L., Wegienka, G., Logan, A. C., & Katz, D. L. (2018) · BioPsychoSocial Medicine · doi:10.1186/s13030-018-0126-z · Cited by 53 · see citing works
Monnier, L., Schlienger, J.-L., Colette, C., & Bonnet, F. (2021) · Diabetes & Metabolism · doi:10.1016/j.diabet.2020.09.002 · Cited by 47 · see citing works
Leigh, S.-J., Kaakoush, N. O., Bertoldo, M. J., Westbrook, R. F., & Morris, M. J. (2020) · Translational Psychiatry · doi:10.1038/s41398-020-0734-9 · Cited by 45 · see citing works
Fülling, C., Lach, G., Bastiaanssen, T. F. S., Fouhy, F., O'Donovan, A. N., Ventura-Silva, A.-P., Stanton, C., Dinan, T. G., & Cryan, J. F. (2020) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2020.02.013 · Cited by 36 · see citing works
Bone marrow immune cells respond to fluctuating nutritional stress to constrain weight regain
Zhou, H.-Y., Feng, X., Wang, L.-W., Zhou, R., Sun, H., Chen, X., Lu, R.-B., Huang, Y., Guo, Q., & Luo, X.-H. (2023) · Cell Metabolism · doi:10.1016/j.cmet.2023.08.009 · Cited by 30 · see citing works
Parenteral Nutrition, Inflammatory Bowel Disease, and Gut Barrier: An Intricate Plot
Covello, C., Becherucci, G., Di Vincenzo, F., Del Gaudio, A., Pizzoferrato, M., Cammarota, G., Gasbarrini, A., Scaldaferri, F., & Mentella, M. C. (2024) · Nutrients · doi:10.3390/nu16142288 · Cited by 21 · see citing works
Wu, W., Chen, Z., Han, J., Qian, L., Wang, W., Lei, J., & Wang, H. (2023) · Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity · doi:10.1007/s40519-023-01593-w · Cited by 18 · see citing works
- Authors
- Thaiss, C. A., Itav, S., Rothschild, D., Meijer, M. T., Levy, M., Moresi, C., Dohnalová, L., Braverman, S., Rozin, S., Malitsky, S., Dori-Bachash, M., Kuperman, Y., Biton, I., Gertler, A., Harmelin, A., Shapiro, H., Halpern, Z., Aharoni, A., Segal, E., & Elinav, E.
- Affiliations
- Weizmann Institute of Science (IL)
- Hebrew University of Jerusalem (IL)
- Tel Aviv University (IL)
- Corresponding author
- Segal, Eran
- Elinav, Eran
- ORCID
- Venue
- Nature
- Published
- 2016-11-24
- Volume
- 540
- Issue
- 7634
- Pages
- 544-551
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- OpenAlex
- W2557198675
- Cited by
- 471
- References
- 35
- Citations by year
- 2026: 23 · 2025: 31 · 2024: 49 · 2023: 48 · 2022: 47 · 2021: 49 · 2020: 62 · 2019: 58 · 2018: 50 · 2017: 53 · 2016: 1
- FWCI
- 28.05
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Regulation of Appetite and Obesity
- Health Sciences › Medicine › Epidemiology › Adipokines, Inflammation, and Metabolic Diseases
- Keywords
- gut microbiota, obesity, dieting, germ-free mice, flavonoids, energy expenditure, microbiome-based prediction, machine learning
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