Fall in C-Peptide During First 2 Years From Diagnosis
Open accessAbstract
Interpretation of clinical trials to alter the decline in β-cell function after diagnosis of type 1 diabetes depends on a robust understanding of the natural history of disease. Combining data from the Type 1 Diabetes TrialNet studies, we describe the natural history of β-cell function from shortly after diagnosis through 2 years post study randomization, assess the degree of variability between patients, and investigate factors that may be related to C-peptide preservation or loss. We found that 93% of individuals have detectable C-peptide 2 years from diagnosis. In 11% of subjects, there was no significant fall from baseline by 2 years. There was a biphasic decline in C-peptide; the C-peptide slope was -0.0245 pmol/mL/month (95% CI -0.0271 to -0.0215) through the first 12 months and -0.0079 (-0.0113 to -0.0050) from 12 to 24 months (P < 0.001). This pattern of fall in C-peptide over time has implications for understanding trial results in which effects of therapy are most pronounced early and raises the possibility that there are time-dependent differences in pathophysiology. The robust data on the C-peptide obtained under clinical trial conditions should be used in planning and interpretation of clinical trials.
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
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?
The rate of β-cell destruction is quite variable, being rapid in some individuals and slow in others.
“The rate of b -cell destruction is quite variable, being rapid in some individuals (particularly but not exclusively in infants and children) and slow in others (mainly but not exclusively adults) (46,59).”
From 2. Diagnosis and Classification of Diabetes: <i>Standards of Care in Diabetes—2024</i> (2024) · cites this paper as [59]
The Results report variability in individual C-peptide decline slopes, and the Discussion says decline was faster in participants aged 7–21 than in those over 21. The paper measures β-cell function rather than β-cell destruction, and its Discussion explicitly says the data cannot support conclusions about children younger than 7, including infants. (LLM, conf=0.85)
Experimental — accuracy not yet measuredThe rate of b-cell destruction is quite variable, being rapid in some individuals (particularly but not exclusively in infants and children) and slow in others (mainly but not exclusively adults).
“The rate of b-cell destruction is quite variable, being rapid in some individuals (particularly but not exclusively in infants and children) and slow in others (mainly but not exclusively adults) (44,58).”
From 2. Diagnosis and classification of diabetes: standards of care in diabetes-2025 (2025) · cites this paper as [58]
The Results report variation in individual C-peptide decline, and the Discussion says decline was faster at ages 7–21 than above age 21. But the paper measures β-cell function after diagnosis, not destruction directly, and explicitly says its data cannot support conclusions about children younger than 7, including infants (Discussion; page unavailable). (LLM, conf=0.88)
Experimental — accuracy not yet measuredAnalysis of C-peptide concentration after disease onset shows that loss is more rapid in the first year after diagnosis than in the second year.
“and analysis of C-peptide concentration after disease onset shows that loss is more rapid in the fi rst year after diagnosis than in the second year.83”
From Type 1 diabetes (2014) · cites this paper as [83]
The Results report a significantly faster C-peptide decline in the first 12 months of observation than in the next 12 months. The Discussion clarifies that observation began a median of 55 days after diagnosis, so those intervals do not correspond exactly to the first and second years after diagnosis; the paper has no data on the rate of decline between diagnosis and study entry. (LLM, conf=0.86)
Experimental — accuracy not yet measuredThe loss of β-cell mass probably affects the performance of remaining β cells and other islet cell types.
“The loss of β-cell mass probably affects the performance of remaining β cells and other islet cell types, as shown by functional (and structural) studies.”
From Type 1 diabetes (2014) · cites this paper as [83]
The Discussion describes declining insulin secretion and β-cell destruction in type 1 diabetes, but does not say that loss of β-cell mass changes the function of surviving β cells or other islet cell types. Searches for β-cell mass, structural studies, and other islet cells found no passage addressing that proposed effect. (LLM, conf=0.72)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Estimating regression models with unknown break‐points
Muggeo, V. M. R. (2003) · Statistics in Medicine · doi:10.1002/sim.1545 · Cited by 2,408 · see citing works
International trial of the Edmonton protocol for islet transplantation
Shapiro, A. M. J., Ricordi, C., Hering, B. J., Auchincloss, H., Lindblad, R., Robertson, R. P., Secchi, A., Brendel, M. D., Berney, T., Brennan, D. C., et al. (2006) · New England Journal of Medicine · doi:10.1056/nejmoa061267 · Cited by 1,942 · see citing works
Anti-CD3 monoclonal antibody in new-onset type 1 diabetes mellitus
Herold, K. C., Hagopian, W., Auger, J. A., Poumian-Ruiz, E., Taylor, L., Donaldson, D., Gitelman, S. E., Harlan, D. M., Xu, D., Zivin, R. A., et al. (2002) · New England Journal of Medicine · doi:10.1056/nejmoa012864 · Cited by 1,222 · see citing works
Self-citationInsulin needs after CD3-antibody therapy in new-onset type 1 diabetes
Keymeulen, B., Vandemeulebroucke, E., Ziegler, A. G., Mathieu, C., Kaufman, L., Hale, G., Gorus, F., Goldman, M., Walter, M., Candon, S., et al. (2005) · New England Journal of Medicine · doi:10.1056/nejmoa043980 · Cited by 1,099 · see citing works
Rituximab, B-lymphocyte depletion, and preservation of beta-cell function
Pescovitz, M. D., Greenbaum, C. J., Krause-Steinrauf, H., Becker, D. J., Gitelman, S. E., Goland, R., Gottlieb, P. A., Marks, J. B., McGee, P. F., Moran, A. M., et al. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0904452 · Cited by 1,093 · see citing works
Self-citationEffects of insulin in relatives of patients with type 1 diabetes mellitus
(2002) · New England Journal of Medicine · doi:10.1056/nejmoa012350 · Cited by 836 · see citing works
Steffes, M. W., Sibley, S., Jackson, M., & Thomas, W. (2003) · Diabetes Care · doi:10.2337/diacare.26.3.832 · Cited by 695 · see citing works
Effects of Oral Insulin in Relatives of Patients With Type 1 Diabetes
The Diabetes Prevention Trial-Type 1 Study Group (2005) · Diabetes Care · doi:10.2337/diacare.28.5.1068 · Cited by 668 · see citing works
Herold, K. C., Gitelman, S. E., Masharani, U. B., Hagopian, W., Bisikirska, B. C., DONALDSON, D. L., Rother, K. I., Diamond, B. E., Harlan, D. M., & Bluestone, J. A. (2005) · Diabetes · doi:10.2337/diabetes.54.6.1763 · Cited by 631 · see citing works
Self-citationOrban, T., Bundy, B., Becker, D. J., DiMeglio, L. A., Gitelman, S. E., Goland, R., Gottlieb, P. A., Greenbaum, C. J., Marks, J. B., Monzavi, R., et al. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60886-6 · Cited by 612 · see citing works
Self-citationOgden, C. L., & Carroll, M. D. (2010) · PsycEXTRA Dataset · doi:10.1037/e582042012-001 · Cited by 586 · see citing works
Fryar, C. D., Carroll, M. D., & Ogden, C. L. (2012) · Cited by 581 · see citing works
(1998) · Annals of Internal Medicine · doi:10.7326/0003-4819-128-7-199804010-00001 · Cited by 546 · see citing works
Keenan, H. A., Sun, J. K., Levine, J., Doria, A., Aiello, L. P., Eisenbarth, G., Bonner-Weir, S., & King, G. L. (2010) · Diabetes · doi:10.2337/db10-0676 · Cited by 500 · see citing works
Wherrett, D. K., Bundy, B., Becker, D. J., DiMeglio, L. A., Gitelman, S. E., Goland, R., Gottlieb, P. A., Greenbaum, C. J., Herold, K. C., Marks, J. B., et al. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60895-7 · Cited by 371 · see citing works
Self-citationGreenbaum, C. J., Mandrup-Poulsen, T. R., McGee, P. F., Battelino, T., Haastert, B., Ludvigsson, J., Pozzilli, P., Lachin, J. M., & Kolb, H. (2008) · Diabetes Care · doi:10.2337/dc07-2451 · Cited by 285 · see citing works
Self-citationAurbach-Klipper, Y., Wasserman, M., Braunspiegel-Weintrob, N., Borstein, D., Peleg, S., ASSA, S., Karp, M., Benjamini, Y., Hochberg, Y., & Laron, Z. (1995) · Medical Hypotheses · doi:10.1016/0306-9877(95)90228-7 · Cited by 258 · see citing works
the FinnDiane Study Group, Hermann, R., Knip, M., Veijola, R., Simell, O., Laine, A.-P., Åkerblom, H. K., Groop, P.-H., Forsblom, C., Pettersson-Fernholm, K., et al. (2003) · Diabetologia · doi:10.1007/s00125-003-1045-4 · Cited by 245 · see citing works
Nonredundant Roles of Basophils in Immunity
Karasuyama, H., Mukai, K., Obata‐Ninomiya, K., Tsujimura, Y., & Wada, T. (2011) · Annual Review of Immunology · doi:10.1146/annurev-immunol-031210-101257 · Cited by 237 · see citing works
Fourlanos, S., Varney, M. D., Tait, B. D., Morahan, G., Honeyman, M. C., Colman, P. G., & Harrison, L. C. (2008) · Diabetes Care · doi:10.2337/dc08-0239 · Cited by 228 · see citing works
Mahon, J. L., Sosenko, J. M., Rafkin‐Mervis, L., Krause-Steinrauf, H. J., Lachin, J. M., Thompson, C. M., Bingley, P. J., Bonifacio, E. E., Palmer, J. P., Eisenbarth, G. S., et al. (2008) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2008.00464.x · Cited by 202 · see citing works
Self-citationGottlieb, P. A., Quinlan, S. C., Krause-Steinrauf, H. J., Greenbaum, C. J., Wilson, D. M., Rodriguez, H., Schatz, D., Moran, A., Lachin, J. M., Skyler, J. S., et al. (2010) · Diabetes Care · doi:10.2337/dc09-1349 · Cited by 157 · see citing works
Self-citationPatterns of Metabolic Progression to Type 1 Diabetes in the Diabetes Prevention Trial–Type 1
Sosenko, J. M., Palmer, J. P., Greenbaum, C. J., Mahon, J. L., Cowie, C. C., Krischer, J. P., Chase, H. P., White, N. H., Buckingham, B. A., Herold, K. C., et al. (2006) · Diabetes Care · doi:10.2337/diacare.29.03.06.dc05-1006 · Cited by 156 · see citing works
Self-citationNatural Course of Remission in IDDM During 1st yr After Diagnosis
Martin, S., Pawlowski, B., Greulich, B., Ziegler, A. G., Mandrup-Poulsen, T. R., & Mahon, J. L. (1992) · Diabetes Care · doi:10.2337/diacare.15.1.66 · Cited by 103 · see citing works
Prognostic Factors for the Course of β Cell Function in Autoimmune Diabetes1
Törn, C., Landin‐Olsson, M., Lernmark, Å., Palmer, J. P., Arnqvist, H. J., Blohmé, G., Lithner, F., Littorin, B., Nyström, L., Scherstén, B., et al. (2000) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.85.12.7065 · Cited by 92 · see citing works
Self-citationPreservation of β-cell function in autoantibody-positive youth with diabetes
Greenbaum, C. J., Anderson, A. M., Dolan, L. M., Mayer-Davis, E. J., Dabelea, D., Imperatore, G., Marcovina, S., Pihoker, C., & for the SEARCH Study Group (2009) · Diabetes Care · doi:10.2337/dc08-2326 · Cited by 90 · see citing works
Self-citationChase, H. P., Cuthbertson, D. D., Dolan, L. M., KAUFMAN, F. R., Krischer, J. P., Schatz, D., White, N. H., Wilson, D. M., & Wolfsdorf, J. I. (2001) · The Journal of Pediatrics · doi:10.1067/mpd.2001.111274 · Cited by 78 · see citing works
Sosenko, J. M., Palmer, J. P., Rafkin‐Mervis, L., Krischer, J. P., Cuthbertson, D. D., Matheson, D., & Skyler, J. S. (2008) · Diabetes Care · doi:10.2337/dc08-0935 · Cited by 78 · see citing works
Self-citationThe pancreas in human type 1 diabetes: providing new answers to age-old questions
Atkinson, M. A., & Gianani, R. (2009) · Current Opinion in Endocrinology Diabetes and Obesity · doi:10.1097/med.0b013e32832e06ba · Cited by 69 · see citing works
Thompson, R., Gottlieb, A., Organ, K., Koda, J., Kisicki, J. C., & Kolterman, O. (1997) · Diabetic Medicine · doi:10.1002/(sici)1096-9136(199707)14:7 · Cited by 69 · see citing works
C‐peptide in the natural history of type 1 diabetes
Palmer, J. P. (2009) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.943 · Cited by 61 · see citing works
Self-citationPetrone, A., Galgani, A., Spoletini, M., Alemanno, I., Cola, S. D., Bassotti, G., Picardi, A., Manfrini, S., Osborn, J., Pozzilli, P., et al. (2005) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.549 · Cited by 44 · see citing works
Metabolic tests to determine risk for type 1 diabetes in clinical trials
Greenbaum, C. J., Buckingham, B. A., Chase, H. P., Krischer, J. P., & for the Diabetes Prevention Trial, T. 1. D. (. S. G. (2011) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.1205 · Cited by 12 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
2. Classification and Diagnosis of Diabetes: <i>Standards of Medical Care in Diabetes—2022</i>
American Diabetes Association Professional Practice Committee (2022) · Diabetes Care · doi:10.2337/dc22-s002 · Cited by 4,792 · see citing works
Atkinson, M. A., Eisenbarth, G. S., & Michels, A. W. (2014) · The Lancet · doi:10.1016/s0140-6736(13)60591-7 · Cited by 2,713 · see citing works
2. Diagnosis and Classification of Diabetes: <i>Standards of Care in Diabetes—2024</i>
American Diabetes Association Professional Practice Committee, ElSayed, N. A., Aleppo, G., Bannuru, R. R., Bruemmer, D., Collins, B. S., Ekhlaspour, L., Gaglia, J. L., Hilliard, M. E., Johnson, E. L., et al. (2024) · Diabetes Care · doi:10.2337/dc24-s002 · Cited by 2,086 · see citing works
2. Diagnosis and classification of diabetes: standards of care in diabetes-2025
American Diabetes Association Professional Practice Committee, ElSayed, N. A., McCoy, R. G., Aleppo, G., Balapattabi, K., Beverly, E. A., Briggs Early, K., Bruemmer, D., Ebekozien, O., Echouffo-Tcheugui, J. B., et al. (2025) · Diabetes Care · doi:10.2337/dc25-s002 · Cited by 1,393 · see citing works
An anti-CD3 antibody, teplizumab, in relatives at risk for type 1 diabetes
Herold, K. C., Bundy, B. N., Long, S. A., Bluestone, J. A., DiMeglio, L. A., Dufort, M. J., Gitelman, S. E., Gottlieb, P. A., Krischer, J. P., Linsley, P. S., et al. (2019) · New England Journal of Medicine · doi:10.1056/nejmoa1902226 · Cited by 1,189 · see citing works
Self-citationType 1 diabetes immunotherapy using polyclonal regulatory T cells
Bluestone, J. A., Buckner, J. H., Fitch, M., Gitelman, S. E., Gupta, S., Hellerstein, M. K., Herold, K. C., Lares, A., Lee, M. R., Li, K., et al. (2015) · Science Translational Medicine · doi:10.1126/scitranslmed.aad4134 · Cited by 1,033 · see citing works
Self-citationDifferentiation of diabetes by pathophysiology, natural history, and prognosis
Skyler, J. S., Bakris, G. L., Bonifacio, E., Darsow, T., Eckel, R. H., Groop, L., Groop, P.-H., Handelsman, Y., Insel, R. A., Mathieu, C., et al. (2017) · Diabetes · doi:10.2337/db16-0806 · Cited by 823 · see citing works
Self-citationA practical review of C-peptide testing in diabetes
Leighton, E., Sainsbury, C. A., & Jones, G. C. (2017) · Diabetes Therapy · doi:10.1007/s13300-017-0265-4 · Cited by 773 · see citing works
Collateral damage: Insulin-dependent diabetes induced with checkpoint inhibitors
Stamatouli, A. M., Quandt, Z., Perdigoto, A. L., Clark, P. L., Kluger, H., Weiss, S. A., Gettinger, S., Sznol, M., Young, A., Rushakoff, R., et al. (2018) · Diabetes · doi:10.2337/dbi18-0002 · Cited by 590 · see citing works
Self-citationPrevalence of detectable C-peptide according to age at diagnosis and duration of type 1 diabetes
Davis, A. K., DuBose, S. N., Haller, M. J., Miller, K. M., DiMeglio, L. A., Bethin, K. E., Goland, R. S., Greenberg, E. M., Liljenquist, D. R., Ahmann, A. J., et al. (2015) · Diabetes Care · doi:10.2337/dc14-1952 · Cited by 261 · see citing works
Self-citationAutoreactive CD8+ T cell exhaustion distinguishes subjects with slow type 1 diabetes progression
Wiedeman, A. E., Muir, V. S., Rosasco, M. G., DeBerg, H. A., Presnell, S., Haas, B., Dufort, M. J., Speake, C., Greenbaum, C. J., Serti, E., et al. (2019) · Journal of Clinical Investigation · doi:10.1172/jci126595 · Cited by 168 · see citing works
Self-citationAutoimmune endocrine dysfunctions associated with cancer immunotherapies
Ferrari, S. M., Fallahi, P., Elia, G., Ragusa, F., Ruffilli, I., Patrizio, A., Galdiero, M. R., Baldini, E., Ulisse, S., Marone, G., et al. (2019) · International Journal of Molecular Sciences · doi:10.3390/ijms20102560 · Cited by 107 · see citing works
Barker, A., Lauria, A., Schloot, N., Hosszufalusi, N., Ludvigsson, J., Mathieu, C., Mauricio, D., Nordwall, M., Van der Schueren, B., Mandrup‐Poulsen, T., et al. (2014) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12216 · Cited by 101 · see citing works
Recent Lessons Learned From Prevention and Recent-Onset Type 1 Diabetes Immunotherapy Trials
Staeva, T. P., Chatenoud, L., Insel, R., & Atkinson, M. A. (2013) · Diabetes · doi:10.2337/db12-0562 · Cited by 91 · see citing works
Bogun, M. M., Bundy, B. N., Goland, R. S., & Greenbaum, C. J. (2020) · Diabetes Care · doi:10.2337/dc19-2288 · Cited by 72 · see citing works
Self-citationSteck, A. K., Larsson, H. E., Liu, X., Veijola, R., Toppari, J., Hagopian, W. A., Haller, M. J., Ahmed, S., Akolkar, B., Lernmark, Å., et al. (2017) · Pediatric Diabetes · doi:10.1111/pedi.12485 · Cited by 56 · see citing works
the Type 1 Diabetes TrialNet Study Group, Beam, C. A., MacCallum, C., Herold, K. C., Wherrett, D. K., Palmer, J., & Ludvigsson, J. (2017) · Diabetologia · doi:10.1007/s00125-016-4122-1 · Cited by 53 · see citing works
Self-citationPozzilli, P., Bosi, E., Cirkel, D., Harris, J., Leech, N., Tinahones, F. J., Vantyghem, M.-C., Vlasakakis, G., Ziegler, A.-G., & Janmohamed, S. (2020) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgaa149 · Cited by 45 · see citing works
Garavelli, S., Bruzzaniti, S., Tagliabue, E., Di Silvestre, D., Prattichizzo, F., Mozzillo, E., Fattorusso, V., La Sala, L., Ceriello, A., Puca, A. A., et al. (2020) · Diabetologia · doi:10.1007/s00125-020-05237-x · Cited by 37 · see citing works
Recent advances in understanding type 1 diabetes
Christoffersson, G., Rodriguez-Calvo, T., & von Herrath, M. (2016) · F1000Research · doi:10.12688/f1000research.7356.1 · Cited by 32 · see citing works
- Authors
- Greenbaum, C. J., Beam, C. A., Boulware, D., Gitelman, S. E., Gottlieb, P. A., Herold, K. C., Lachin, J. M., McGee, P., Palmer, J. P., Pescovitz, M. D., Krause-Steinrauf, H., Skyler, J. S., Sosenko, J. M., & on behalf of the Type 1 Diabetes TrialNet Study Group
- Affiliations
- Benaroya Research Institute (US)
- University of South Florida (US)
- University of California, San Francisco (US)
- University of Colorado Denver (US)
- Yale University (US)
- George Washington University (US)
- University of Washington (US)
- Indiana University Indianapolis (US)
- University of Miami (US)
- Corresponding author
- Greenbaum, Carla J.
- ORCID
- Venue
- Diabetes
- Publisher
- American Diabetes Association
- Published
- 2012-07-17
- Volume
- 61
- Issue
- 8
- Pages
- 2066-2073
- ISSN
- 0012-1797 (ISSN-L)
- 1939-327X
- PMC
- PMC3402330
- OpenAlex
- W2429231050
- Cited by
- 319
- References
- 33
- Citations by year
- 2026: 6 · 2025: 16 · 2024: 21 · 2023: 32 · 2022: 19 · 2021: 25 · 2020: 24 · 2019: 24 · 2018: 34 · 2017: 13 · 2016: 24 · 2015: 30 · 2014: 25 · 2013: 22 · 2012: 4
- FWCI
- 15.61
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Diabetes (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Minerva Access (University of Melbourne) (submittedVersion, cc-by-nc-nd)
- Funders
- American Diabetes Association
- Juvenile Diabetes Research Foundation International
- National Institutes of Health (5ul1rr031986-02, UL1TR001085, UL1TR000130, UL1TR000454)
- National Institute of Diabetes and Digestive and Kidney Diseases (U01-DK-084565, U01DK061040, U01DK085461, U01DK085505, U01DK085499, U01DK061055, U01DK061036, U01DK061010, U01DK061058, U01DK061034, U01DK061042, U01DK085463, U01DK085453, U01DK061041, U01DK085466, U01DK085509, U01 DK-061016)
- U.S. National Library of Medicine (HHSN267200800019C)
- National Center for Research Resources (UL1RR029890, UL1RR024131, M01RR000400, UL1-RR031986, UL1RR025744, UL1RR024153, UL1RR024982, UL1RR025761, KL2RR024977, M01-RR00400, TL1RR024978, UL1RR024975, UL1RR024139, UL1RR025780)
- National Center for Advancing Translational Sciences
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Diabetes and associated disorders
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
- Keywords
- type 1 diabetes, C-peptide, beta-cell function, natural history of disease, interindividual variability, clinical trial interpretation
- MeSH terms
- Adolescent, Adult, C-Peptide, Child, Diabetes Mellitus, Type 1, Glucose Tolerance Test, Humans, Insulin, Middle Aged, Randomized Controlled Trials as Topic, Insulin-Secreting Cells
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