Type 2 Diabetes Prevention Focused on Normalization of Glycemia: A Two-Year Pilot Study
Open accessAbstract
The purpose of this study is to assess the effects of an alternative approach to type 2 diabetes prevention. Ninety-six patients with prediabetes (age 52 (10) years; 80% female; BMI 39.2 (7.1) kg/m2) received a continuous remote care intervention focused on reducing hyperglycemia through carbohydrate restricted nutrition therapy for two years in a single arm, prospective, longitudinal pilot study. Two-year retention was 75% (72 of 96 participants). Fifty-one percent of participants (49 of 96) met carbohydrate restriction goals as assessed by blood beta-hydroxybutyrate concentrations for more than one-third of reported measurements. Estimated cumulative incidence of normoglycemia (HbA1c < 5.7% without medication) and type 2 diabetes (HbA1c ≥ 6.5% or <6.5% with medication other than metformin) at two years were 52.3% and 3%, respectively. Prevalence of metabolic syndrome, class II or greater obesity, and suspected hepatic steatosis significantly decreased at two years. These results demonstrate the potential utility of an alternate approach to type 2 diabetes prevention, carbohydrate restricted nutrition therapy delivered through a continuous remote care model, for normalization of glycemia and improvement in related comorbidities.
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?
Of 5 PHT studies on T2DM prevention, 1 (20%) posted a positive effect and 4 (80%) reported a neutral effect.
“Of the 5 (13.5%) studies on PHT reporting its effects on preventing T2DM, 1 (20%) study [39] posted a positive effect, with 4 (80%) other studies [35,36,40,41] reporting a neutral effect on T2DM development.”
From Digital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review (2025) · cites this paper as [36]
The Results (section 3.2) report a 3% cumulative incidence of type 2 diabetes at two years and a 52.3% incidence of normoglycemia, supporting a promising prevention finding. But this was a single-arm pilot study; the Discussion says it was not designed to establish superiority over other interventions and calls for further research on diabetes prevention. It therefore does not establish the positive effect on T2DM development implied by the citing sentence. The counts and percentages of studies are the citing authors’ classification, not a finding attributed to this paper. (LLM, conf=0.86)
Experimental — accuracy not yet measuredOf 16 PPC studies, 2 reviewing T2DM prevention showed a neutral effect, with no significant difference in T2DM diagnosis compared to the control group.
“Of 16 (30.2%) studies, 2 (12.5%) studies reviewing the effects of PPC on T2DM prevention were by Fitzpatrick et al [35] and McKenzie et al [36]. Results showed a neutral effect, with no significant difference in the T2DM diagnosis compared to the control group.”
From Digital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review (2025) · cites this paper as [36]
The Results (section 3.3) say that type 2 diabetes prevalence was unchanged from baseline after correction for multiple comparisons. But the Methods (section 2.1) describe a single-arm study, so McKenzie et al. did not find a nonsignificant difference in diagnoses compared with a control group. (LLM, conf=0.88)
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
Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin
(2002) · New England Journal of Medicine · doi:10.1056/nejmoa012512 · Cited by 19,011 · cited 2× · see citing works
“8 cases per 100-person years observed in the DPP lifestyle intervention and metformin groups [6].”
BackgroundThe metabolic syndrome—a new worldwide definition
Alberti, K. G. M., Zimmet, P., & Shaw, J. (2005) · The Lancet · doi:10.1016/s0140-6736(05)67402-8 · Cited by 9,352 · see citing works
(2011) · Cited by 5,290 · see citing works
Prediabetes: a high-risk state for diabetes development
Tabák, A. G., Herder, C., Rathmann, W., Brunner, E. J., & Kivimäki, M. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60283-9 · Cited by 2,958 · see citing works
How Many Imputations are Really Needed? Some Practical Clarifications of Multiple Imputation Theory
Graham, J. W., Olchowski, A. E., & Gilreath, T. D. (2007) · Prevention Science · doi:10.1007/s11121-007-0070-9 · Cited by 2,795 · see citing works
Pories, W. J., Swanson, M. S., MacDonald, K. G., Long, S. B., Morris, P. G., Brown, B. M., Barakat, H. A., deRamon, R. A., Israel, G., Dolezal, J. M., et al. (1995) · Annals of Surgery · doi:10.1097/00000658-199509000-00011 · Cited by 2,293 · see citing works
The IDF consensus worldwide definition of the metabolic syndrome
- (2005) · Obesity and metabolism · doi:10.14341/2071-8713-4854 · Cited by 1,403 · see citing works
Effect of weight loss with lifestyle intervention on risk of diabetes
Hamman, R. F., Wing, R. R., Edelstein, S. L., Lachin, J. M., Bray, G. A., Delahanty, L., Hoskin, M., Kriska, A. M., Mayer-Davis, E. J., Pi-Sunyer, X., et al. (2006) · Diabetes Care · doi:10.2337/dc06-0560 · Cited by 1,344 · see citing works
(2015) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(15)00291-0 · Cited by 1,029 · see citing works
A practical guide to understanding Kaplan‐Meier curves
Rich, J. T., Neely, J. G., Paniello, R. C., Voelker, C. C. J., Nussenbaum, B. A., & Wang, E. W. (2010) · Otolaryngology · doi:10.1016/j.otohns.2010.05.007 · Cited by 969 · see citing works
Orchard, T. J., Temprosa, M., Goldberg, R., Haffner, S., Ratner, R., Marcovina, S., Fowler, S., & for the Diabetes Prevention Program Research Group (2005) · Annals of Internal Medicine · doi:10.7326/0003-4819-142-8-200504190-00009 · Cited by 948 · see citing works
Prediction of Non-Alcoholic Fatty Liver Disease and Liver Fat Using Metabolic and Genetic Factors
Kotronen, A., Peltonen, M., Hakkarainen, A., Sevastianova, K., Bergholm, R., Johansson, L., Lundbom, N. M. I., Rissanen, A., Ridderstråle, M., Groop, L., et al. (2009) · Gastroenterology · doi:10.1053/j.gastro.2009.06.005 · Cited by 803 · see citing works
The Metabolic Syndrome as Predictor of Type 2 Diabetes
Lorenzo, C., Okoloise, M., Williams, K., Stern, M. P., & Haffner, S. M. (2003) · Diabetes Care · doi:10.2337/diacare.26.11.3153 · Cited by 800 · see citing works
Translating the Diabetes Prevention Program into the Community
Ackermann, R. T., Finch, E. A., Brizendine, E., Zhou, H., & Marrero, D. G. (2008) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2008.06.035 · Cited by 622 · see citing works
Perreault, L., Pan, Q., Mather, K. J., Watson, K. E., Hamman, R. F., & Kahn, S. E. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60525-x · Cited by 532 · see citing works
Mardinoğlu, A., Wu, H., Björnson, E., Zhang, C., Hakkarainen, A., Räsänen, S., Lee, S., Mancina, R. M., Bergentall, M., Pietiläinen, K. H., et al. (2018) · Cell Metabolism · doi:10.1016/j.cmet.2018.01.005 · Cited by 455 · see citing works
Hallberg, S. J., McKenzie, A. L., Williams, P. T., Bhanpuri, N. H., Peters, A. L., Campbell, W. W., Hazbun, T. L., Volk, B. M., McCarter, J. P., Phinney, S. D., et al. (2018) · Diabetes Therapy · doi:10.1007/s13300-018-0373-9 · Cited by 406 · see citing works
Self-citationEly, E. K., Gruss, S. M., Luman, E. T., Gregg, E. W., Ali, M. K., Nhim, K., Rolka, D. B., & Albright, A. L. (2017) · Diabetes Care · doi:10.2337/dc16-2099 · Cited by 386 · see citing works
Introduction: <i>Standards of Medical Care in Diabetes—2020</i>
(2020) · Diabetes Care · doi:10.2337/dc20-sint · Cited by 331 · see citing works
Athinarayanan, S. J., Adams, R. N., Hallberg, S. J., McKenzie, A. L., Bhanpuri, N. H., Campbell, W. W., Volek, J. S., Phinney, S. D., & McCarter, J. P. (2019) · Frontiers in Endocrinology · doi:10.3389/fendo.2019.00348 · Cited by 324 · see citing works
Self-citationSiu, A. L., & on behalf of the U.S. Preventive Services Task Force* (2015) · Annals of Internal Medicine · doi:10.7326/m15-2345 · Cited by 319 · see citing works
Dietary carbohydrate restriction improves metabolic syndrome independent of weight loss
Hyde, P. N., Sapper, T. N., Crabtree, C. D., LaFountain, R. A., Bowling, M. L., Buga, A., Fell, B., McSwiney, F. T., Dickerson, R. M., Miller, V. J., et al. (2019) · JCI Insight · doi:10.1172/jci.insight.128308 · Cited by 210 · see citing works
Self-citationRegression from pre-diabetes to normal glucose regulation in the diabetes prevention program
Perreault, L., Kahn, S. E., Christophi, C. A., Knowler, W. C., Hamman, R. F., & the Diabetes Prevention Program Research Group (2009) · Diabetes Care · doi:10.2337/dc09-0523 · Cited by 209 · see citing works
McKenzie, A. L., Hallberg, S. J., Creighton, B. C., Volk, B. M., Link, T. M., Abner, M. K., Glon, R. M., McCarter, J. P., Volek, J. S., & Phinney, S. D. (2017) · JMIR Diabetes · doi:10.2196/diabetes.6981 · Cited by 176 · see citing works
Self-citationApolzan, J. W., Venditti, E. M., Edelstein, S. L., Knowler, W. C., Dabelea, D., Boyko, E. J., Pi-Sunyer, X., Kalyani, R. R., Franks, P. W., Srikanthan, P., et al. (2019) · Annals of Internal Medicine · doi:10.7326/m18-1605 · Cited by 156 · see citing works
Cannon, M. J., Masalovich, S., Ng, B. P., Soler, R. E., Jabrah, R., Ely, E. K., & Smith, B. D. (2020) · Diabetes Care · doi:10.2337/dc19-2366 · Cited by 150 · see citing works
Perreault, L., Pan, Q., Schroeder, E. B., Kalyani, R. R., Bray, G. A., Dagogo-Jack, S. E., White, N. H., Goldberg, R. B., Kahn, S. E., Knowler, W. C., et al. (2019) · Diabetes Care · doi:10.2337/dc19-0244 · Cited by 110 · see citing works
Liu, X., Wu, S., Song, Q., & Wang, X. (2021) · Journal of the American Heart Association · doi:10.1161/jaha.120.019045 · Cited by 80 · see citing works
DeJesus, R. S., Breitkopf, C. R., Rutten, L. J. F., Jacobson, D. J., Wilson, P. M., & Sauver, J. L. S. (2016) · Population Health Management · doi:10.1089/pop.2016.0067 · Cited by 61 · see citing works
Perreault, L., Pan, Q., Aroda, V. R., Barrett-Connor, E., Dabelea, D., Dagogo-Jack, S., Hamman, R. F., Kahn, S. E., Mather, K. J., Knowler, W. C., et al. (2017) · Diabetic Medicine · doi:10.1111/dme.13453 · Cited by 55 · see citing works
Solving the Puzzle to Lasting Impact of the National Diabetes Prevention Program
Ritchie, N. D. (2020) · Diabetes Care · doi:10.2337/dci20-0031 · Cited by 16 · see citing works
Long‐term retention in an employer‐based, commercial weight‐loss programme
Alexander, E., Tseng, E., Durkin, N., Jerome, G. J., Dalcin, A., Appel, L. J., Clark, J. M., & Gudzune, K. A. (2018) · Clinical Obesity · doi:10.1111/cob.12284 · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Psychosocial Determinants of Treatment Adherence in Patients with Type 2 Diabetes – A Review
Świątoniowska-Lonc, N., Tański, W., Polański, J., Jankowska‐Polańska, B., & Mazur, G. J. (2021) · Diabetes Metabolic Syndrome and Obesity · doi:10.2147/dmso.s308322 · Cited by 99 · see citing works
Alternative Dietary Patterns for Americans: Low-Carbohydrate Diets
Volek, J. S., Phinney, S. D., Krauss, R. M., Johnson, R. J., Saslow, L. R., Gower, B., Yancy, W. S., King, J. C., Hecht, F. M., Teicholz, N., et al. (2021) · Nutrients · doi:10.3390/nu13103299 · Cited by 57 · see citing works
Self-citationAlkhatib, D. H., Jaleel, A., Tariq, M. N. M., Feehan, J., Apostolopoulos, V., Ismail, L. C., Stojanovska, L., & Dhaheri, A. S. A. (2021) · Nutrients · doi:10.3390/nu14010175 · Cited by 23 · see citing works
β-hydroxybutyrate: A crucial therapeutic target for diverse liver diseases
Li, K., Wang, W., Jia-bin, W., & Xiao, W. (2023) · Biomedicine & Pharmacotherapy · doi:10.1016/j.biopha.2023.115191 · Cited by 19 · see citing works
Recent Advances in Nutrition and Diabetes
Ojo, O. (2021) · Nutrients · doi:10.3390/nu13051573 · Cited by 21 · see citing works
Noakes, T. D. (2021) · Open Heart · doi:10.1136/openhrt-2021-001680 · Cited by 18 · see citing works
McKenzie, A. L., & Athinarayanan, S. J. (2024) · Diabetes Therapy · doi:10.1007/s13300-024-01547-0 · Cited by 14 · see citing works
Self-citationDigital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review
Duong, T., Olsen, Q., Menon, A., Woods, L., Wang, W., Varnfield, M., Jiang, L., & Sullivan, C. (2025) · Journal of Medical Internet Research · doi:10.2196/67507 · Cited by 14 · see citing works
How Health Systems World-wide Fail Type 2 Diabetics
Yazbeck, A. S., Nguyen, S. N., & Escobar, M.-L. (2025) · Health Systems & Reform · doi:10.1080/23288604.2024.2437898 · Cited by 11 · see citing works
Ishikawa, S., Yamamura, R., Hashimoto, N., Okubo, R., Sawagashira, R., Ito, Y. M., Sato, N., & Kusumi, I. (2021) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2021.110453 · Cited by 10 · see citing works
The application of carbohydrate-reduction in general practice: A medical audit
Hawkins, M. A., Zinn, C., & Delon, C. (2023) · Journal of Metabolic Health · doi:10.4102/jmh.v6i1.86 · Cited by 9 · see citing works
Athinarayanan, S. J., Wolfberg, A., Shanmugam, P., Hameed, B., & Bonacini, M. (2026) · Hepatology · doi:10.1097/hep.0000000000001713 · Cited by 5 · see citing works
Self-citationDietary Treatments to Reduce Insulin Resistance and Inflammation in Type-2 Diabetic Patients
Fernández, M. L., & Murillo, A. G. (2022) · Medical Research Archives · doi:10.18103/mra.v10i4.2768 · Cited by 4 · see citing works
El‐Toukhy, S., Pike, J. R., Zuckerman, G., & Hegeman, P. (2023) · JMIR Research Protocols · doi:10.2196/47567 · Cited by 4 · see citing works
Awad, E. M., Ahmed, A. F., El‐Daly, M., El‐Tahawy, N. F. G., Kasem, A. W., & Taye, A. (2021) · Journal of advanced Biomedical and Pharmaceutical Sciences · doi:10.21608/jabps.2021.95071.1139 · Cited by 4 · see citing works
MacPherson, M., Johnston, C., Cranston, K. D., Der, S., Sim, J. A. P., & Jung, M. E. (2024) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2024.02.004 · Cited by 3 · see citing works
Decoding Diabetes Nutritional Guidelines for Physicians in Underserved American Populations
Kelly, O. J., Edelen, E. D., Sharma, A., Kashyap, K., Patel, R., Saiprakash, S., Shah, A., & Konduri, S. (2024) · Endocrines · doi:10.3390/endocrines5010001 · Cited by 2 · see citing works
Seçkiner, S., Palamutoğlu, M. İ., Baş, D., İdiz, C., & Baş, M. (2025) · BMC Public Health · doi:10.1186/s12889-025-25948-3 · Cited by 1 · see citing works
Estratégias alimentares com redução de carboidratos para o tratamento de Diabetes Mellitus tipo 2.
Santos, J. D. A., & Hessel, L. C. M. L. (2021) · Nutrivisa Revista de Nutrição e Vigilância em Saúde · doi:10.59171/nutrivisa-2021v8e9931 · Cited by 1 · see citing works
Adequação das empresas que atuam no setor alimentício durante a pandemia da covid-19
Oliveira, F. P., Gonçalves, J. S., de Souza, K. L., & Orsine, J. V. C. (2021) · Nutrivisa Revista de Nutrição e Vigilância em Saúde · doi:10.59171/nutrivisa-2021v8e9983 · Cited by 1 · see citing works
Health and Liver Diagnostic Markers Influencing Glycemia in Subjects with Prediabetes: Preview Study
Ramos-López, O., Martínez‐Urbistondo, D., Navas‐Carretero, S., Zhu, R., Huttunen‐Lenz, M., Stratton, G., Handjieva‐Darlenska, T., Handjiev, S., Sundvall, J., Silvestre, M. P., et al. (2024) · Diagnostics · doi:10.3390/diagnostics14242895 · Cited by 1 · see citing works
Almeida, P. T., de Morais, I. C. L., Hartcopff, P. F. P., da Silva, M. R. R. B., de Sousa, L. N., de Brito, D., da Silva, R. F., de Figueiredo, A. K. G., Russell, E. S., da Silva, S. F., et al. (2022) · Research Society and Development · doi:10.33448/rsd-v11i8.30333
Low-Carbohydrate Nutrition and Disease Prevention
Yancy, W. S., & Westman, E. C. (2023) · Nutrition and health · doi:10.1007/978-3-031-24663-0_19
McKenzie, A. L., & Athinarayanan, S. J. (2023) · medRxiv · doi:10.1101/2023.06.18.23291518
Self-citationMusculoskeletal and immunological considerations
Fettke, G., Kaplan, B., Baker, S., & Rice, S. M. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-821617-0.00004-8
The application of carbohydrate-reduction in general practice: A medical audit
Hawkins, M. A., Zinn, C., & Delon, C. (2024) · Journal of Metabolic Health · doi:10.4102/jmh.v7i1.86
Bratta, D., & Ayala, Y. (2024) · Revista GICOS · doi:10.53766/gicos/2024.01.09.04 · Cited by 1 · see citing works
Segura, L. A. C., Moguel, F. P., Villalobos, H. A. P., Torres, E. F. P., & Rivera, M. C. (2024) · European Scientific Journal ESJ · doi:10.19044/esj.2024.v20n24p17
de Araújo, W. A., Santos, I. S. C., Rosa, R. S., Souza, C. S., Cruz, D. P., Damaceno, T. D. O., Araújo, T. F. D. S., Maia, G. L. D. A., & Rocha, R. M. (2025) · Investigación y Educación en Enfermería · doi:10.17533/udea.iee.v43n1e04
Real-World Cardiovascular Outcomes with a Carbohydrate-Reduced Telemedicine InterventionPreprint
Shanmugam, P., Roberts, C. G. P., Athinarayanan, S. J., Wolfberg, A., Raskin, S., & López-Jiménez, F. A. (2025) · medRxiv · doi:10.1101/2025.10.27.25338916
Self-citationHermans, C. R. J. R., Auerswald, G., Berrueco, R., Calvo, G., Christoforou, P., García-Diego, D. A., Grazzi, E. F., McLaughlin, P., Peyvandi, F., Pucek, J., et al. (2026) · TH Open · doi:10.1055/a-2855-7618
Tambone, V. (2026) · American Diabetes Association eBooks · doi:10.2337/9781580408493-ch07
Zoller, A. R., Athinarayanan, S. J., Tieghem, M. R. V., Adams, R. N., Roberts, C. G. P., Volek, J. S., Phinney, S. D., & McKenzie, A. L. (2026) · Frontiers in Nutrition · doi:10.3389/fnut.2026.1839029
Self-citationRoberts, C. G. P., Shanmugam, P., Athinarayanan, S. J., Wolfberg, A., Raskin, S., & López-Jiménez, F. A. (2026) · Cardiology and Therapy · doi:10.1007/s40119-026-00478-0
Self-citationZoller, A. R., Athinarayanan, S., Bernstein, M., Adams, R., & Cardel, M. (2026) · Research Square · doi:10.21203/rs.3.rs-10695294/v1
Self-citationKetones and Sleep: A Narrative Review of Mechanisms, Preclinical Models, and Human Evidence
Jensen, J. C., Leavitt, P. C., & Nehs, C. J. (2026) · Nutrients · doi:10.3390/nu18203437
Gosson, C., Megapanou, M., White, S., & Forton, D. M. (2026) · BMJ Open Gastroenterology · doi:10.1136/bmjgast-2026-002514
- Authors
- McKenzie, A. L., Athinarayanan, S. J., McCue, J. J., Adams, R. N., Keyes, M., McCarter, J. P., Volek, J. S., Phinney, S. D., & Hallberg, S. J.
- Affiliations
- Virta Health, San Francisco, CA 94105, USA
- University of Washington (US)
- Indiana University Health (US)
- Washington University in St. Louis (US)
- The Ohio State University (US)
- Corresponding author
- McKenzie, Amy L
- ORCID
- Venue
- Nutrients
- Publisher
- MDPI AG
- Published
- 2021-02-26
- Volume
- 13
- Issue
- 3
- Pages
- 749
- ISSN
- 2072-6643 (ISSN-L)
- PMC
- PMC7996820
- OpenAlex
- W3134451425
- Cited by
- 37
- References
- 32
- Citations by year
- 2026: 8 · 2025: 5 · 2024: 7 · 2023: 6 · 2022: 2 · 2021: 9
- FWCI
- 3.77
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Nutrients (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Digital Commons@Becker (Washington University School of Medicine) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Virta Health (none)
- Topics
- Health Sciences › Medicine › Physiology › Diet and metabolism studies
- Health Sciences › Medicine › Physiology › Dietary Effects on Health
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Keywords
- type 2 diabetes prevention, carbohydrate restriction, ketogenic diet, beta-hydroxybutyrate, HbA1c, metabolic syndrome, obesity, hepatic steatosis, participant retention
- MeSH terms
- Adult, Aged, Blood Glucose, Diabetes Mellitus, Type 2, Fatty Liver, Female, Glycated Hemoglobin, Humans, Hyperglycemia, Longitudinal Studies, Male, Middle Aged, Obesity, Patient Education as Topic, Pilot Projects, Prediabetic State, Prospective Studies, Prevalence, Treatment Outcome, Telemedicine, 3-Hydroxybutyric Acid, Metabolic Syndrome, Diet, Carbohydrate-Restricted, Young Adult
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