A meta-analysis of the effectiveness of telemedicine in glycemic management among patients with type 2 diabetes in primary care
Open accessAbstract
Introduction: Telemedicine interventions are gradually being used in primary health care to help patients with type 2 diabetes receive ongoing medical guidance. The purpose of this study was to analyze the effectiveness of using telemedicine in primary health care for the management of patients with type 2 diabetes. Methods: A systematic search was conducted from database inception to August 2021 in nine databases, including PubMed, Web of Science, Cochrane Library, EMBASE, EBSCO, CNKI, Wanfang Data, VIP, and CBM. Data extraction and quality assessment were performed for studies that met the inclusion criteria. The meta-analysis was performed using Review Manager 5.4 (Cochrane) and Stata v.16.0SE (College Station, TX, USA). Results: A total of 32 articles were included in this study. Analysis showed a reduction in glycated hemoglobin, fasting glucose, and postprandial glucose after the telemedicine intervention. Systolic blood pressure and self-efficacy improved significantly, but there was no significant improvement in weight, lipid metabolism, or diabetes awareness. Subgroup analysis based on the duration of intervention showed significant improvement in glycated hemoglobin at 6 months of intervention. Conclusions: Telemedicine interventions may help patients with type 2 diabetes to effectively control blood glucose and improve self-management in primary health care. There is only moderate benefit, and the benefit may not be sustained beyond 6 months. However, the evidence for the improvement in lipid metabolism is insufficient and further studies are needed.
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?
Benefits of telemedicine interventions may not be sustained beyond 6 months.
“Benefits are moderate and may not be sustained beyond 6 months.”
From Digital diabetes management technologies for type 2 diabetes: a systematic review of home-based care interventions (2025) · cites this paper as [16]
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
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: the PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & for the PRISMA Group (2009) · BMJ · doi:10.1136/bmj.b2535 · Cited by 83,823 · see citing works
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000097 · Cited by 64,042 · see citing works
RoB 2: a revised tool for assessing risk of bias in randomised trials
Sterne, J. A. C., Savović, J., Page, M. J., Elbers, R. G., Blencowe, N. S., Boutron, I., Cates, C. J., Cheng, H.-Y., Corbett, M. S., Eldridge, S. M., et al. (2019) · BMJ · doi:10.1136/bmj.l4898 · Cited by 33,583 · see citing works
PRISMA-P Group, Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., & Stewart, L. A. (2015) · Systematic Reviews · doi:10.1186/2046-4053-4-1 · Cited by 26,223 · see citing works
Wang, G., Ma, R., Qiao, G., Wada, K., Aizawa, Y., & Satoh, T. (2015) · Integrative Medicine International · doi:10.1159/000368408 · Cited by 18,759 · see citing works
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gotzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009) · BMJ · doi:10.1136/bmj.b2700 · Cited by 17,648 · see citing works
Saeedi, P., Petersohn, I., Salpea, P., Malanda, B., Karuranga, S., Unwin, N., Colagiuri, S., Guariguata, L., Motala, A. A., Ogurtsova, K., et al. (2019) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2019.107843 · Cited by 10,792 · see citing works
Sun, H., Saeedi, P., Karuranga, S., Pinkepank, M., Ogurtsova, K., Duncan, B. B., Stein, C., Basit, A., Chan, J. C. N., Mbanya, J. C., et al. (2022) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2021.109119 · Cited by 10,123 · see citing works
Davies, M. J., D’Alessio, D. A., Fradkin, J., Kernan, W. N., Mathieu, C., Mingrone, G., Rossing, P., Tsapas, A., Wexler, D. J., & Buse, J. B. (2018) · Diabetes Care · doi:10.2337/dci18-0033 · Cited by 3,518 · see citing works
Stewart, L. A., Clarke, M., Rovers, M., Riley, R. D., Simmonds, M., Stewart, G., & Tierney, J. F. (2015) · JAMA · doi:10.1001/jama.2015.3656 · Cited by 2,134 · see citing works
COVID-19 transforms health care through telemedicine: Evidence from the field
Mann, D. M., Chen, J., Chunara, R., Testa, P. A., & Nov, O. (2020) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocaa072 · Cited by 1,361 · see citing works
6. Glycemic Targets: <i>Standards of Medical Care in Diabetes—2021</i>
American Diabetes Association (2021) · Diabetes Care · doi:10.2337/dc21-s006 · Cited by 847 · see citing works
Quinn, C. C., Shardell, M. D., Terrin, M. L., Barr, E. A., Ballew, S. H., & Gruber-Baldini, A. L. (2011) · Diabetes Care · doi:10.2337/dc11-0366 · Cited by 650 · see citing works
What Is Telemedicine? A Collection of 104 Peer-Reviewed Perspectives and Theoretical Underpinnings
Sood, S., Mbarika, V., Jugoo, S., Dookhy, R., Doarn, C. R., Prakash, N., & Merrell, R. C. (2007) · Telemedicine and e-Health · doi:10.1089/tmj.2006.0073 · Cited by 627 · see citing works
Artificial Intelligence: The Future for Diabetes Care
Ellahham, S. H. (2020) · The American Journal of Medicine · doi:10.1016/j.amjmed.2020.03.033 · Cited by 379 · see citing works
Shan, R., Sarkar, S., & Martin, S. S. (2019) · Diabetologia · doi:10.1007/s00125-019-4864-7 · Cited by 339 · see citing works
Assessing health system performance in developing countries: A review of the literature
Kruk, M. E., & Freedman, L. P. (2008) · Health Policy · doi:10.1016/j.healthpol.2007.09.003 · Cited by 332 · see citing works
Implementation and Usefulness of Telemedicine During the COVID-19 Pandemic: A Scoping Review
Hincapié, M. A., Gallego, J. C., Gempeler, A., Piñeros, J. A., Nasner, D., & Escobar, M. F. (2020) · Journal of Primary Care & Community Health · doi:10.1177/2150132720980612 · Cited by 315 · see citing works
Holmen, H., Torbjørnsen, A., Wahl, A. K., Jenum, A. K., Småstuen, M. C., Årsand, E., & Ribu, L. (2014) · JMIR mHealth and uHealth · doi:10.2196/mhealth.3882 · Cited by 294 · cited 8× · see citing works
“(2014) [31] Y Y Y ? Y S Y Y N Y ? Yanmei Wang et al.”
BackgroundInfluentialFaruque, L. I., Wiebe, N., Ehteshami-Afshar, A., Liu, Y., Dianati-Maleki, N., Hemmelgarn, B. R., Manns, B. J., & Tonelli, M. (2017) · Canadian Medical Association Journal · doi:10.1503/cmaj.150885 · Cited by 281 · see citing works
Yerrakalva, D., Yerrakalva, D., Hajna, S., & Griffin, S. J. (2019) · Journal of Medical Internet Research · doi:10.2196/14343 · Cited by 276 · see citing works
Wang, Y., Min, J., Khuri, J., Xue, H., Xie, B., A Kaminsky, L., & J Cheskin, L. (2020) · JMIR mHealth and uHealth · doi:10.2196/15400 · Cited by 250 · see citing works
Telemedicine: barriers and opportunities in the 21st century
Stanberry, B. (2000) · Journal of Internal Medicine · doi:10.1046/j.1365-2796.2000.00699.x · Cited by 249 · see citing works
Timpel, P., Oswald, S., Schwarz, P. E. H., & Harst, L. (2020) · Journal of Medical Internet Research · doi:10.2196/16791 · Cited by 243 · see citing works
Tang, P. C., Overhage, J. M., Chan, A. S., Brown, N. L., Aghighi, B., Entwistle, M., Hui, S. L., Hyde, S., Klieman, L., Mitchell, C. J., et al. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2012-001263 · Cited by 240 · see citing works
Ghosh, A., Gupta, R., & Misra, A. (2020) · Diabetes & Metabolic Syndrome Clinical Research & Reviews · doi:10.1016/j.dsx.2020.04.001 · Cited by 239 · see citing works
Mistry, H. (2012) · Journal of Telemedicine and Telecare · doi:10.1258/jtt.2011.110505 · Cited by 215 · see citing works
Agarwal, P., Mukerji, G., Desveaux, L., Ivers, N. M., Bhattacharyya, O., Hensel, J. M., Shaw, J., Bouck, Z., Jamieson, T., Onabajo, N., et al. (2019) · JMIR mHealth and uHealth · doi:10.2196/10321 · Cited by 208 · see citing works
Lee, S. W. H., Chan, C. K. Y., Chua, S. S., & Chaiyakunapruk, N. (2017) · Scientific Reports · doi:10.1038/s41598-017-12987-z · Cited by 200 · see citing works
Active Care Management Supported by Home Telemonitoring in Veterans With Type 2 Diabetes
Stone, R. A., Rao, R. H., Sevick, M. A., Cheng, C., Hough, L. J., Macpherson, D. S., Franko, C. M., Anglin, R. A., Obrosky, D. S., & DeRubertis, F. R. (2009) · Diabetes Care · doi:10.2337/dc09-1012 · Cited by 184 · see citing works
Fortmann, A. L., Gallo, L. C., Garcia, M. I., Taleb, M., Euyoque, J. A., Clark, T., Skidmore, J., Ruiz, M., Dharkar-Surber, S., Schultz, J., et al. (2017) · Diabetes Care · doi:10.2337/dc17-0230 · Cited by 169 · see citing works
Su, D., Zhou, J., Kelley, M. S., Michaud, T. L., Siahpush, M., Kim, J., Wilson, F., Stimpson, J. P., & Pagán, J. A. (2016) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2016.04.019 · Cited by 164 · see citing works
Lee, P. A., Greenfield, G., & Pappas, Y. (2018) · BMC Health Services Research · doi:10.1186/s12913-018-3274-8 · Cited by 162 · see citing works
Telehealth for diabetes self-management in primary healthcare: A systematic review and meta-analysis
So, C. F., & Chung, J. W. (2018) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x17700552 · Cited by 138 · see citing works
Greenwood, D. A., Blozis, S. A., Young, H. M., Nesbitt, T. S., & Quinn, C. C. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4112 · Cited by 128 · see citing works
Eberle, C., & Stichling, S. (2021) · Journal of Medical Internet Research · doi:10.2196/23244 · Cited by 119 · see citing works
Carter, E. L., Nunlee‐Bland, G., & Callender, C. O. (2011) · PubMed Central · Cited by 117 · see citing works
Wild, S. H., Hanley, J., Lewis, S. C., McKnight, J. A., McCloughan, L. B., Padfield, P. L., Parker, R. A., Paterson, M., Pinnock, H., Sheikh, A., et al. (2016) · PLoS Medicine · doi:10.1371/journal.pmed.1002098 · Cited by 111 · see citing works
Young, H. M., Miyamoto, S., Dharmar, M., & Tang-Feldman, Y. (2020) · JMIR mHealth and uHealth · doi:10.2196/16665 · Cited by 109 · see citing works
Haider, R., Sudini, L., Chow, C. K., & Cheung, N. W. (2019) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2019.02.022 · Cited by 102 · see citing works
Peimani, M., Rambod, C., Omidvar, M., Larijani, B. A., Ghodssi-Ghassemabadi, R., Tootee, A., & Nasli‐Esfahani, E. (2015) · Primary care diabetes · doi:10.1016/j.pcd.2015.11.001 · Cited by 97 · see citing works
Bujnowska–Fedak, M. M., Puchała, E., & Steciwko, A. (2011) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2010.0113 · Cited by 84 · see citing works
Eakin, E., WINKLER, E. A. H., Dunstan, D. W., Healy, G. N., Owen, N. G., Marshall, A. L., Graves, N., & Reeves, M. M. (2014) · Diabetes Care · doi:10.2337/dc13-2427 · Cited by 83 · see citing works
Agboola, S., Jethwani, K., Lopez, L., Searl, M., O’Keefe, S., & Kvedar, J. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.6439 · Cited by 82 · see citing works
Telemedicine Influence on the Follow-Up of Type 2 Diabetes Patients
Rodriguez-Idigoras, M. I., Muñoz, J. S., Sánchez-Garrido-Escudero, R., Martinez-Gonzalez, J. L., Castellón, J. L. E., Paniagua-Gómez, I. M., Bernal-López, M. R., Fuentes-Simón, M. V., & Garófano-Serrano, D. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2008.0114 · Cited by 79 · see citing works
Optimizing diabetes control in people with type 2 diabetes through nurse-led telecoaching
Odnoletkova, I., Goderis, G., Nobels, F., Fieuws, S., Aertgeerts, B., Annemans, L., & Ramaekers, D. (2016) · Diabetic Medicine · doi:10.1111/dme.13092 · Cited by 78 · see citing works
Efficacy of telemedicine on glycaemic control in patients with type 2 diabetes: A meta-analysis
De Groot, J., Wu, D., Flynn, D., Robertson, D., Grant, G., & Sun, J. (2021) · World Journal of Diabetes · doi:10.4239/wjd.v12.i2.170 · Cited by 77 · see citing works
Benson, G. A., Sidebottom, A. C., Hayes, J., Miedema, M. D., Boucher, J. L., Vacquier, M. C., Sillah, A., Gamam, S., & VanWormer, J. (2019) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2018.11.013 · Cited by 76 · see citing works
Anderson, D. R., Christison-Lagay, J., Villagra, V., Liu, H., & Dziura, J. (2010) · Journal of General Internal Medicine · doi:10.1007/s11606-010-1419-5 · Cited by 64 · see citing works
Mobile Diabetes Intervention for Glycemic Control in 45- to 64-Year-Old Persons With Type 2 Diabetes
Quinn, C. C., Shardell, M. D., Terrin, M. L., Barr, E. A., Park, D., Shaikh, F., Guralnik, J. M., & Gruber‐Baldini, A. L. (2014) · Journal of Applied Gerontology · doi:10.1177/0733464814542611 · Cited by 61 · see citing works
Wang, Y., Li, M., Zhao, X., Pan, X., Lu, M., Lü, J., & Hu, Y. (2019) · The International Journal of Health Planning and Management · doi:10.1002/hpm.2872 · Cited by 59 · see citing works
Hu, Y., Wen, X., Wang, F., Yang, D., Liu, S., Li, P., & Xu, J. (2019) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x18776823 · Cited by 57 · cited 1× · see citing works
“Therefore, there was no significant improvement in glycated hemoglobin for the short-term intervention, which is consistent with other studies [61,62].”
ResultSalehi, S., Olyaeemanesh, A., Mobinizadeh, M., Nasli‐Esfahani, E., & Riazi, H. (2020) · Journal of Diabetes & Metabolic Disorders · doi:10.1007/s40200-019-00482-3 · Cited by 57 · see citing works
Hangaard, S., Laursen, S. H., Andersen, J. D., Kronborg, T., Vestergaard, P., Hejlesen, O., & Udsen, F. W. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968211064633 · Cited by 55 · see citing works
Robson, N., & Hosseinzadeh, H. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph182212171 · Cited by 55 · see citing works
Kang, J., Chen, Y., Zhao, Y., & Zhang, C. (2021) · Primary care diabetes · doi:10.1016/j.pcd.2020.12.004 · Cited by 47 · see citing works
Seidu, S., Cos, X., Brunton, S., Harris, S. B., Jansson, S. P. O., Mata‐Cases, M., Neijens, A. M. J., Topsever, P., & Khunti, K. K. (2020) · Primary care diabetes · doi:10.1016/j.pcd.2020.05.004 · Cited by 45 · see citing works
Amante, D. J., Harlan, D. M., Lemon, S. C., McManus, D. D., Olaitan, O. O., Pagoto, S. L., Gerber, B. S., & Thompson, M. J. (2021) · JMIR Diabetes · doi:10.2196/25574 · Cited by 44 · see citing works
Telemonitoring of Type 2 Diabetes Mellitus in Italy
Dario, C., Toffanin, R., Calcaterra, F., Saccavini, C., Stafylas, P. C., Mancin, S., & Vio, E. (2016) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2015.0224 · Cited by 39 · see citing works
Vinitha, R., Nanditha, A., Snehalatha, C., Satheesh, K., Susairaj, P., Raghavan, A., & Ramachandran, A. (2019) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2019.107919 · Cited by 39 · see citing works
Caro, J., Kaknani‐Uttumchandani, S., García‐Mayor, S., Villa‐Estrada, F., Herrera, J. C. M., León‐Campos, Á., Gómez‐González, A. J., & Morales‐Asencio, J. M. (2020) · Journal of Clinical Nursing · doi:10.1111/jocn.15186 · Cited by 39 · see citing works
Forjuoh, S. N., Bolin, J. N., Huber Jr, J. C., Vuong, A. M., Adepoju, O. E., Helduser, J. W., Begaye, D. S., Robertson, A., Moudouni, D. M., Bonner, T. J., et al. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-71 · Cited by 36 · see citing works
E-healthcare for diabetes mellitus type 2 patients – a randomised controlled trial in Slovenia
Iljaž, R. J., Brodnik, A., Zrimec, T., & Cukjati, I. (2017) · Slovenian Journal of Public Health · doi:10.1515/sjph-2017-0020 · Cited by 36 · see citing works
Middleton, T. L., Constantino, M., McGill, M. J., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/27263 · Cited by 34 · see citing works
Yang, J., Yang, H., Wang, Z., Wang, X., Wang, Y., Yu, X., & Liu, L. (2020) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1111/jcpt.13264 · Cited by 30 · see citing works
Farmer, A., Bobrow, K., Leon, N., Williams, N., Phiri, E., Namadingo, H., Cooper, S., Prince, J., Crampin, A., Besada, D., et al. (2021) · BMC Public Health · doi:10.1186/s12889-021-11874-7 · Cited by 29 · see citing works
Michaud, T. L., Ern, J., Scoggins, D., & Su, D. (2021) · Telemedicine and e-Health · doi:10.1089/tmj.2019.0319 · Cited by 28 · see citing works
Xu, R., Xing, M. J., Javaherian, K., Peters, R. M., Ross, W. R., & Bernal‐Mizrachi, C. (2019) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2019.0035 · Cited by 27 · see citing works
Udsen, F. W., Hangaard, S., Bender, C., Andersen, J., Kronborg, T., Vestergaard, P., Hejlesen, O., & Laursen, S. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968221076874 · Cited by 27 · see citing works
Wild, S. H., Hanley, J., Lewis, S. C., McKnight, J. A., McCloughan, L. B., Padfield, P. L., Parker, R. A., Paterson, M., Pinnock, H., Sheikh, A., et al. (2016) · PLoS Medicine · doi:10.1371/journal.pmed.1002163 · Cited by 13 · see citing works
Egede, L. E., Dawson, A. Z., Walker, R. J., et al. (2021) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x211028491 · Cited by 11 · see citing works
Damayanti, M. R., Antari, G. A. A., & Nopriani, N. L. P. (2021) · Nurse Media Journal of Nursing · doi:10.14710/nmjn.v11i2.35257 · Cited by 7 · see citing works
Combination lipid therapy in type 2 diabetes mellitus
Vergès, B. L. (2011) · Expert Opinion on Pharmacotherapy · doi:10.1517/14656566.2011.558503 · Cited by 6 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [20]Critical Appraisal Skills Program (CASP) CASP Checklists from Oxford Available online: https://casp-uk.net/casp-tools-checklists/ (accessed on 20 September 2021)
Cited by
Sorted by citations
Alfarwan, N., Hodkinson, A., Panagioti, M., Hassan, L., & Kontopantelis, E. (2024) · Diabetic Medicine · doi:10.1111/dme.15343 · Cited by 28 · see citing works
Liu, F., Li, J., Li, X., Yang, Z., Wang, W., Zhao, L., Wu, T., Huang, C., & Xu, Y. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1405770 · Cited by 22 · see citing works
Abdul Latif el Ejel, B., Sattar, S., Fatima, S. B., Khan, H. N., Ali, H., Iftikhar, A., Sarwer, M. A., & Mushtaq, M. (2025) · Cureus · doi:10.7759/cureus.84177 · Cited by 4 · see citing works
- Authors
- Zhang, A., Wang, J., Wan, X., Zhang, Z., Zhao, S., Guo, Z., & Wang, C.
- Affiliations
- Yangzhou University (CN)
- Yangzhou Commission of Health, Yangzhou 225000, China
- Corresponding author
- Wang, Jinsong
- Venue
- International Journal of Environmental Research and Public Health
- Publisher
- MDPI AG
- Published
- 2022-03-31
- Volume
- 19
- Issue
- 7
- Pages
- 4173
- ISSN
- 1660-4601 (ISSN-L)
- PMC
- PMC8999008
- OpenAlex
- W4220984801
- Cited by
- 50
- References
- 73
- Citations by year
- 2026: 12 · 2025: 11 · 2024: 17 · 2023: 7 · 2022: 3
- FWCI
- 1.89
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- International Journal of Environmental Research and Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Cadre Health Care Research Project of Jiangsu (BJ17011)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Keywords
- telemedicine, type 2 diabetes, glycemic control, HbA1c, fasting blood glucose, postprandial blood glucose, blood pressure, self-efficacy, diabetes self-management, primary care, intervention duration
- MeSH terms
- Blood Glucose, Diabetes Mellitus, Type 2, Glycated Hemoglobin, Humans, Primary Health Care, Telemedicine
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