The DOI matches its Crossref record; 74 of the 74 references it cites were found in a registry or an index.
Accumulating Research: A Systematic Account of How Cumulative Meta-Analyses Would Have Provided Knowledge, Improved Health, Reduced Harm and Saved Resources
Open accessAbstract
BACKGROUND: "Cumulative meta-analysis" describes a statistical procedure to calculate, retrospectively, summary estimates from the results of similar trials every time the results of a further trial in the series had become available. In the early 1990 s, comparisons of cumulative meta-analyses of treatments for myocardial infarction with advice promulgated through medical textbooks showed that research had continued long after robust estimates of treatment effects had accumulated, and that medical textbooks had overlooked strong, existing evidence from trials. Cumulative meta-analyses have subsequently been used to assess what could have been known had new studies been informed by systematic reviews of relevant existing evidence and how waste might have been reduced. METHODS AND FINDINGS: We used a systematic approach to identify and summarise the findings of cumulative meta-analyses of studies of the effects of clinical interventions, published from 1992 to 2012. Searches were done of PubMed, MEDLINE, EMBASE, the Cochrane Methodology Register and Science Citation Index. A total of 50 eligible reports were identified, including more than 1,500 cumulative meta-analyses. A variety of themes are illustrated with specific examples. The studies showed that initially positive results became null or negative in meta-analyses as more trials were done; that early null or negative results were over-turned; that stable results (beneficial, harmful and neutral) would have been seen had a meta-analysis been done before the new trial; and that additional trials had been much too small to resolve the remaining uncertainties. CONCLUSIONS: This large, unique collection of cumulative meta-analyses highlights how a review of the existing evidence might have helped researchers, practitioners, patients and funders make more informed decisions and choices about new trials over decades of research. This would have led to earlier uptake of effective interventions in practice, less exposure of trial participants to less effective treatments, and reduced waste resulting from unjustified research.
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.
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?
In the citing paper
“This evidence can also help researchers to optimise the usefulness of the new trial by informing design aspects such as outcome definition and sample size.143 144 145”
From SPIRIT 2025 explanation and elaboration: updated guideline for protocols of randomised trials (2025) · cites this paper as [144]
In the citing paper
“or to trial participants being deprived of effective interventions or exposed to harmful interventions.144 149 150 151”
From SPIRIT 2025 explanation and elaboration: updated guideline for protocols of randomised trials (2025) · cites this paper as [144]
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
OARSI recommendations for the management of hip and knee osteoarthritis
Zhang, W., Nuki, G., Moskowitz, R. W., Abramson, S. B., Altman, R. D., Arden, N., Bierma‐Zeinstra, S., Brandt, K. D., Croft, P. R., Doherty, M., et al. (2010) · Osteoarthritis and Cartilage · doi:10.1016/j.joca.2010.01.013 · Cited by 1,726
How to increase value and reduce waste when research priorities are set
Chalmers, I., Bracken, M. B., Djulbegovic, B., Garattini, S., Grant, J., Gülmezoglu, A. M., Howells, D. W., Ioannidis, J. P. A., & Oliver, S. (2014) · The Lancet · doi:10.1016/s0140-6736(13)62229-1 · Cited by 1,436
Self-citationCollaborative Care for Depression: A Cumulative Meta-analysis and Review of Longer-term Outcomes
Gilbody, S. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.21.2314 · Cited by 1,340
Cumulative Meta-Analysis of Therapeutic Trials for Myocardial Infarction
Lau, J., Antman, E. M., Jimenez-Silva, J., Kupelnick, B., Mosteller, F., & Chalmers, T. C. (1992) · New England Journal of Medicine · doi:10.1056/nejm199207233270406 · Cited by 1,140
Kirkham, J. J., Dwan, K. M., Altman, D. G., Gamble, C., Dodd, S., Smyth, R., & Williamson, P. R. (2010) · BMJ · doi:10.1136/bmj.c365 · Cited by 1,133
Effects of Augmented Exercise Therapy Time After Stroke: A Meta-Analysis
Kwakkel, G., van Peppen, R., Wagenaar, R. C., Wood Dauphinee, S., Richards, C., Ashburn, A., Miller, K., Lincoln, N., Partridge, C., Wellwood, I., et al. (2004) · Stroke · doi:10.1161/01.str.0000143153.76460.7d · Cited by 1,081
Effect of tranexamic acid on surgical bleeding: systematic review and cumulative meta-analysis
Ker, K., Edwards, P. J., Perel, P., Shakur‐Still, H., & Roberts, I. (2012) · BMJ · doi:10.1136/bmj.e3054 · Cited by 997
Publication bias in clinical trials due to statistical significance or direction of trial results
Hopewell, S., Loudon, K., Clarke, M. J., Oxman, A. D., & Dickersin, K. (2009) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.mr000006.pub3 · Cited by 898
Self-citationIncreasing value and reducing waste: addressing inaccessible research
Chan, A.-W., Song, F., Vickers, A., Jefferson, T., Dickersin, K., Gøtzsche, P. C., Krumholz, H. M., Ghersi, D., & van der Worp, H. B. (2014) · The Lancet · doi:10.1016/s0140-6736(13)62296-5 · Cited by 887
Risk of cardiovascular events and rofecoxib: cumulative meta-analysis
Jüni, P., Nartey, L., Reichenbach, S., Sterchi, R., Dieppe, P. A., & Egger, M. (2004) · The Lancet · doi:10.1016/s0140-6736(04)17514-4 · Cited by 846
Outcome of contemporary surgery for chronic subdural haematoma: evidence based review
Weigel, R. (2003) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.74.7.937 · Cited by 619
Checking reference lists to find additional studies for systematic reviews
Horsley, T., Dingwall, O., & Sampson, M. (2011) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.mr000026.pub2 · Cited by 446
Devereaux, P. J., Beattie, W. S., Choi, P. T.-L., Badner, N. H., Guyatt, G. H., Villar, J. C., Cinà, C. S., Leslie, K., Jacka, M. J., Montori, V. M., et al. (2005) · BMJ · doi:10.1136/bmj.38503.623646.8f · Cited by 428
Meta-analysis of randomised controlled trials
Kelly, C. P. (1997) · The Lancet · doi:10.1016/s0140-6736(05)63834-2 · Cited by 384
How to formulate research recommendations
Brown, P., Brunnhuber, K., Chalkidou, K., Chalmers, I., Clarke, M., Fenton, M., Forbes, C., Glanville, J., Hicks, N. J., Moody, J., et al. (2006) · BMJ · doi:10.1136/bmj.38987.492014.94 · Cited by 381
Self-citationCumulative meta-analysis of clinical trials builds evidence for exemplary medical care
Lau, J., Schmid, C. H., & Chalmers, T. C. (1995) · Journal of Clinical Epidemiology · doi:10.1016/0895-4356(94)00106-z · Cited by 350
Elective Midline Laparotomy Closure
Diener, M. K., Voss, S., Jensen, K., Büchler, M. W., & Seiler, C. M. (2010) · Annals of Surgery · doi:10.1097/sla.0b013e3181d973e4 · Cited by 341
Noninvasive ventilation in acute respiratory failure— A meta-analysis update
Peter, J. V., Moran, J. L., Phillips-Hughes, J., & Warn, D. E. (2002) · Critical Care Medicine · doi:10.1097/00003246-200203000-00010 · Cited by 317
Gilbert, R. E., Salanti, G., Harden, M., & See, S. E. (2005) · International Journal of Epidemiology · doi:10.1093/ije/dyi088 · Cited by 261
Empirical Evaluation of Very Large Treatment Effects of Medical Interventions
Pereira, T. V., Horwitz, R. I., & Ioannidis, J. P. A. (2012) · JAMA · doi:10.1001/jama.2012.13444 · Cited by 257
KLEIN, J. B., JACOBS, R. H., & REINECKE, M. A. (2007) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/chi.0b013e3180592aaa · Cited by 254 · cited 1×
“They concluded that ‘‘the results indicate that CBT may be effective for the acute treatment of depression among adolescents, although treatment effects may be more modest in clinical settings than findings from early trials would suggest’’ [17].”
ResultTime to publication for results of clinical trials
Hopewell, S., Clarke, M. J., Stewart, L., & Tierney, J. (2007) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.mr000011.pub2 · Cited by 243
Self-citationMeta-analysis of studies of passive smoking and lung cancer: effects of study type and continent
Taylor, R. J., Najafi, F., & Dobson, A. J. (2007) · International Journal of Epidemiology · doi:10.1093/ije/dym158 · Cited by 217
Meta-analysis of randomised controlled trials
Smith, G. D., & Egger, M. (1997) · The Lancet · doi:10.1016/s0140-6736(05)63833-0 · Cited by 214
Bhandari, M., Schemitsch, E. H., Jönsson, A., Zlowodzki, M. P., & Haidukewych, G. J. (2009) · Journal of Orthopaedic Trauma · doi:10.1097/bot.0b013e318162f67f · Cited by 210
PROSPERO at one year: an evaluation of its utility
Booth, A., Clarke, M. J., Dooley, G., Ghersi, D., Moher, D., Petticrew, M. P., & Stewart, L. A. (2013) · Systematic Reviews · doi:10.1186/2046-4053-2-4 · Cited by 194
Self-citationCumulative meta-analysis of aspirin efficacy after cerebral ischaemia of arterial origin
Algra, A., & van Gijn, J. (1999) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.66.2.255 · Cited by 187
Effect sizes in cumulative meta-analyses of mental health randomized trials evolved over time
Trikalinos, T. A., Churchill, R., Ferri, M., Leucht, S., Tuunainen, A., Wahlbeck, K., & Ioannidis, J. P. A. (2004) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2004.02.018 · Cited by 177
Fergusson, D. A., Glass, K. C., Hutton, B., & Shapiro, S. (2005) · Clinical Trials · doi:10.1191/1740774505cn085oa · Cited by 167
Clarke, M. J., Hopewell, S., & Chalmers, I. (2010) · The Lancet · doi:10.1016/s0140-6736(10)61045-8 · Cited by 166
Self-citationCumulative meta-analysis of systemic antifungal agents for the treatment of onychomycosis
Gupta, A. K., Ryder, J. E., & Johnson, A. M. (2004) · British Journal of Dermatology · doi:10.1046/j.1365-2133.2003.05728.x · Cited by 163
Pereira, T. V., & Ioannidis, J. P. A. (2011) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.12.012 · Cited by 160 · cited 1×
“As a result, early studies and meta-analyses of them may tend to yield inflated estimates of effects and this needs to be taken into account in considering proposals for additional studies [66].”
BackgroundMittendorf, R. L., Aronson, M. P., Berry, R. E., Williams, M. A., Kupelnick, B., Klickstein, A., Herbst, A. L., & Chalmers, T. C. (1993) · American Journal of Obstetrics and Gynecology · doi:10.1016/0002-9378(93)90266-l · Cited by 156
Cardiac resynchronization therapy: a meta-analysis of randomized controlled trials
Wells, G. A., Parkash, R., Healey, J. S., Talajic, M. R., Arnold, J. M. O., Sullivan, S., Peterson, J., Yetisir, E., Theoret-Patrick, P., Luce, M., et al. (2011) · Canadian Medical Association Journal · doi:10.1503/cmaj.101685 · Cited by 139
Thrombolytic Therapy With Recombinant Tissue Plasminogen Activator for Acute Ischemic Stroke
Wardlaw, J. M., Sandercock, P. A., & Berge, E. (2003) · Stroke · doi:10.1161/01.str.0000072513.72262.7e · Cited by 125
Portal Vein Chemotherapy for Colorectal Cancer: a Meta-analysis of 4000 Patients in 10 Studies
Liver Infusion Meta-analysis Group (1997) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/89.7.497 · Cited by 123
Doing New Research? Don't Forget the Old
Clarke, M. J. (2004) · PLoS Medicine · doi:10.1371/journal.pmed.0010035 · Cited by 102
Self-citationSinclair, J. C. (1995) · American Journal of Obstetrics and Gynecology · doi:10.1016/0002-9378(95)90223-6 · Cited by 100
Meta‐analysis: the relative efficacy of oral bowel preparations for colonoscopy 1985–2010
Belsey, J., Crosta, C., Epstein, O., Fischbach, W., Layer, P., Parente, F., & Halphen, M. (2011) · Alimentary Pharmacology & Therapeutics · doi:10.1111/j.1365-2036.2011.04927.x · Cited by 90
From Mexico to Mali: four years in the history of clinical trial registration
Ghersi, D., & Pang, T. (2009) · Journal of Evidence-Based Medicine · doi:10.1111/j.1756-5391.2009.01014.x · Cited by 83
Pooled Analysis of Rofecoxib Placebo-Controlled Clinical Trial Data
Ross, J. S. (2009) · Archives of Internal Medicine · doi:10.1001/archinternmed.2009.394 · Cited by 81
Cumulative Metaanalysis of High-frequency Versus Conventional Ventilation in Premature Neonates
Bollen, C. W., Uiterwaal, C. S. P. M., & van Vught, A. J. (2003) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200306-721cp · Cited by 80
Poolman, R. W., Farrokhyar, F., & Bhandari, M. (2007) · Acta Orthopaedica · doi:10.1080/17453670710013915 · Cited by 78
Jones, A. P., Conroy, E., Williamson, P. R., Clarke, M., & Gamble, C. (2013) · BMC Medical Research Methodology · doi:10.1186/1471-2288-13-50 · Cited by 72 · cited 1×
“Cumulative meta-analyses emphasise the need for the design of new studies to be informed by existing research [5] and for the results of new studies to be set in the context of updated systematic reviews of the relevant evidence from all sufficiently similar studies [6].”
BackgroundSelf-citationLow-dose Aspirin and Cancer Mortality: A Meta-analysis of Randomized Trials
Mills, E. J., Wu, P., Alberton, M., Kanters, S., Lanas, Á., & Lester, R. T. (2012) · The American Journal of Medicine · doi:10.1016/j.amjmed.2012.01.017 · Cited by 67
Ventilation strategies and outcome in randomised trials of high frequency ventilation
Thome, U. H., Carlo, W. A., & Pohlandt, F. (2005) · Archives of Disease in Childhood Fetal & Neonatal · doi:10.1136/adc.2004.068437 · Cited by 65
Towards sustainable clinical trials
Sustainable Trials Study Group (2007) · BMJ · doi:10.1136/bmj.39140.623137.be · Cited by 63
The Utility of Cumulative Meta-Analysis: Application to Programs for Reducing Sexual Violence
Hanson, R. K., & Broom, I. (2005) · Sexual Abuse · doi:10.1177/107906320501700402 · Cited by 63
Meta-analyses of small numbers of trials often agree with longer-term results
Herbison, P., Hay-Smith, J. E., & Gillespie, W. J. (2010) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.02.017 · Cited by 56
Matchaba, P. T., Gitton, X., Krammer, G., Ehrsam, E., Sloan, V. S., Olson, M. S., Mellein, B., Hoexter, G., Orloff, J. J., & Garaud, J. (2005) · Clinical Therapeutics · doi:10.1016/j.clinthera.2005.07.019 · Cited by 54
Progesterone for the prevention of preterm birth: A critical evaluation of evidence
Coomarasamy, A., Thangaratinam, S., Gee, H., & Khan, K. S. (2006) · European Journal of Obstetrics & Gynecology and Reproductive Biology · doi:10.1016/j.ejogrb.2006.05.013 · Cited by 53
Martel, G., Crawford, A. B., Barkun, J. S., Boushey, R. P., Ramsay, C. R., & Fergusson, D. A. (2012) · PLoS ONE · doi:10.1371/journal.pone.0035292 · Cited by 51
Checking reference lists to find additional studies for systematic reviews
Horsley, T., Dingwall, O., Tetzlaff, J., & Sampson, M. (2009) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.mr000026 · Cited by 46
Erythropoietin, uncertainty principle and cancer related anaemia
Clark, O. A. C., Adams, J. R., Bennett, C. L., & Djulbegović, B. (2002) · BMC Cancer · doi:10.1186/1471-2407-2-23 · Cited by 42
Puhan, M. A., Vollenweider, D., Steurer, J., Bossuyt, P. M., & ter Riet, G. (2008) · BMC Medicine · doi:10.1186/1741-7015-6-28 · Cited by 38
Hormone Therapy and Risk of Lung Cancer: A Meta-Analysis
Oh, S., Myung, S., Park, J. Y., Lym, Y. L., & Ju, W. (2010) · Journal of Women s Health · doi:10.1089/jwh.2009.1434 · Cited by 32
Wallace, A. E., Neily, J. B., Weeks, W. B., & Friedman, M. J. (2006) · Journal of Child and Adolescent Psychopharmacology · doi:10.1089/cap.2006.16.37 · Cited by 32
Systematic reviews: Work that needs to be done and not to be done
Adams, C. E., Polzmacher, S., & Wolff, A. (2013) · Journal of Evidence-Based Medicine · doi:10.1111/jebm.12072 · Cited by 28
Treatment of Bleeding Oesophageal Varices: A Meta-analysis
de Franchis, R. (1994) · Scandinavian Journal of Gastroenterology · doi:10.3109/00365529409104191 · Cited by 25
Keus, F., Wetterslev, J., Gluud, C. N., Gooszen, H. G., & van Laarhoven, C. J. H. M. (2009) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2009.08.023 · Cited by 24
Brok, J. S., Gluud, L. L., & Gluud, C. N. (2010) · Alimentary Pharmacology & Therapeutics · doi:10.1111/j.1365-2036.2010.04423.x · Cited by 21
Poor Citation of Prior Evidence in Hip Fracture Trials
Sheth, U., Simunovic, N., Tornetta, P., Einhorn, T. A., & Bhandari, M. (2011) · Journal of Bone and Joint Surgery · doi:10.2106/jbjs.j.01274 · Cited by 20
Meta-analysis of randomised controlled trials
Rothwell, P. M., & Robertson, G. (1997) · The Lancet · doi:10.1016/s0140-6736(05)63832-9 · Cited by 19
Henderson, W. G., MORITZ, T. E., Goldman, S. M., Copeland, J. G., & Sethi, G. K. (1995) · Controlled Clinical Trials · doi:10.1016/0197-2456(95)00071-2 · Cited by 17
Moles, D. R., Needleman, I. G., Niederman, R., & Lau, J. (2005) · Journal of Dental Research · doi:10.1177/154405910508400410 · Cited by 15
Stanton, L., Taylor, R. S., Jolly, K. B., & Raftery, J. P. (2011) · Trials · doi:10.1186/1745-6215-12-83 · Cited by 7
Clarke, M. J., & Halsey, J. (2014) · Journal of the Royal Society of Medicine · doi:10.1177/0141076813514574 · Cited by 4
Self-citationPlating versus Intramedullary Nailing of Humeral Shaft Fractures in Adults:A Systematic Review
Li, L., Tian-sheng, S., Zhi, L., Yong-zhi, G., Li, S., & Chong-chong, Q. (2008) · Zhongguo xunzheng yixue zazhi · Cited by 3
Trends in Inflammatory Bowel Disease Therapy: A Meta-Analytic Approach
Whiting, G. W., Lau, J., Kupelnick, B., & Chalmers, T. C. (1995) · Canadian Journal of Gastroenterology · doi:10.1155/1995/283251 · Cited by 2
Trends in IBD therapy: a meta-analytic approach
Whiting, G. W., Lau, J., Kupelnick, B., & Chalmers, T. C. (1994) · Springer eBooks · doi:10.1007/978-94-009-0371-5_21 · Cited by 1
Carpinelli, L., Primignani, M., Bianchi, M., Civettini, F., & de Franchis, R. (1995) · Cited by 1
Research works printed but not linked: 2
- G Deshpande, 2010, Trial sequential analysis of updated meta-analysis of probiotics for preventing necrotising enterocolitis in preterm VLBW neonates: are the results conclusive? Journal of Paediatrics and Child Health, Conference: 14th Annual Congress of the Perinatal Society of Australia and New Zealand, PSANZ 2010 Wellington New Zealand, 46, 65
- S Palmer, 2010, Erythropoiesis-stimulating agents in people with chronic kidney disease: a cumulative meta-analysis, NDT Plus, Conference: 17th ERA-EDTA Congress - II DGfN Congress Munich Germany, 3, iii80
Cited by
Sorted by citations
Haapakoski, R., Mathieu, J., Ebmeier, K. P., Alenius, H., & Kivimäki, M. (2015) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2015.06.001 · Cited by 1,129
Jakobsen, J. C., Wetterslev, J., Winkel, P., Lange, T., & Gluud, C. (2014) · BMC Medical Research Methodology · doi:10.1186/1471-2288-14-120 · Cited by 704
Metformin as an adjuvant treatment for cancer: a systematic review and meta-analysis
Coyle, C., Cafferty, F. H., Vale, C. L., & Langley, R. E. (2016) · Annals of Oncology · doi:10.1093/annonc/mdw410 · Cited by 460
Strategies to improve response rates to web surveys: A literature review
Sammut, R., Griscti, O., & Norman, I. J. (2021) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2021.104058 · Cited by 352
Rao, G., López-Jiménez, F. A., Boyd, J. H., D’Amico, F., Durant, N. H., Hlatky, M. A., Howard, G., Kirley, K., Masi, C. M., Powell‐Wiley, T. M., et al. (2017) · Circulation · doi:10.1161/cir.0000000000000523 · Cited by 275
Metadata
- Authors
- Clarke, M., Brice, A., & Chalmers, I.
- Affiliations
- Queen's University Belfast (GB)
- Corresponding author
- Clarke, Mike
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2014-07-28
- Volume
- 9
- Issue
- 7
- Pages
- e102670
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4113310
- OpenAlex
- W2087358018
- Cited by
- 120
- References
- 74
- Citations by year
- 2026: 5 · 2025: 12 · 2024: 11 · 2023: 15 · 2022: 9 · 2021: 11 · 2020: 9 · 2019: 7 · 2018: 6 · 2017: 10 · 2016: 13 · 2015: 9 · 2014: 3
- FWCI
- 11.42
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Portal (Queen's University Belfast) (submittedVersion, other-oa)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Clinical practice guidelines implementation
- Health Sciences › Nursing › Issues, ethics and legal aspects › Pharmaceutical industry and healthcare
- Keywords
- cumulative meta-analysis, research waste, clinical trial design, treatment effect heterogeneity, negative results, research funding allocation, evidence-based decision making, myocardial infarction treatment, medical textbooks
- MeSH terms
- Health Status, Humans, Harm Reduction, Resource Allocation
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