Reach and use of diabetes prevention services in the United States, 2016-2017.
Open accessAbstract
Importance: Coordinated efforts by national organizations in the United States to implement evidence-based lifestyle modification programs are under way to reduce type 2 diabetes (hereinafter referred to as diabetes) and cardiovascular risks. Objective: To provide a status report on the reach and use of diabetes prevention services nationally. Design, Setting, and Participants: This nationally representative, population-based cross-sectional analysis of 2016 and 2017 National Health Interview Survey data was conducted from August 3, 2017, through November 15, 2018. Nonpregnant, noninstitutionalized, civilian respondents 18 years or older at high risk for diabetes, defined as those with no self-reported diabetes diagnosis but with diagnosed prediabetes or an elevated American Diabetes Association (ADA) risk score (>5), were included in the analysis. Analyses were conducted for adults with (and in sensitivity analyses, for those without) elevated body mass index. Main Outcomes and Measures: Absolute numbers and proportions of adults at high risk with elevated body mass index receiving advice about diet, physical activity guidance, referral to weight loss programs, referral to diabetes prevention programs, or any of these, and those affirming engagement in each (or any) activity in the past year were estimated. To identify where gaps exist, a prevention continuum diagram plotted existing vs desired goal achievement. Variation in risk-reducing activities by age, sex, race/ethnicity, educational attainment, insurance status, history of gestational diabetes mellitus, hypertension, or body mass index was also examined. Results: This analysis included 50 912 respondents (representing 223.0 million adults nationally) 18 years or older (mean [SE] age, 46.1 [0.2] years; 48.1% [0.3%] male) with complete data and no self-reported diabetes diagnosis by their health care professional. Of the represented population, 36.0% (80.0 million) had either a physician diagnosis of prediabetes (17.9 million), an elevated ADA risk score (73.3 million), or both (11.3 million). Among those with diagnosed prediabetes, 73.5% (95% CI, 71.6%-75.3%) reported receiving advice and/or referrals for diabetes risk reduction from their health care professional, and, of those, 35.0% (95% CI, 30.5%-39.8%) to 75.8% (95% CI, 73.2%-78.3%) reported engaging in the respective activity or program in the past year. Half of adults with elevated ADA risk scores but no diagnosed prediabetes (50.6%; 95% CI, 49.5%-51.8%) reported receiving risk-reduction advice and/or referral, of whom 33.5% (95% CI, 30.1%-37.0%) to 75.2% (95% CI, 73.4%-76.9%) reported engaging in activities and/or programs. Participation in diabetes prevention programs was exceedingly low. Advice from a health care professional, age range from 45 to 64 years, higher educational attainment, health insurance status, gestational diabetes mellitus, hypertension, and obesity were associated with higher engagement in risk-reducing activities and/or programs. Conclusions and Relevance: Among adults at high risk for diabetes, major gaps in receiving advice and/or referrals and engaging in diabetes risk-reduction activities and/or programs were noted. These results suggest that risk perception, health care professional referral and communication, and insurance coverage may be key levers to increase risk-reducing behaviors in US adults. These findings provide a benchmark from which to monitor future program availability and coverage, identification of prediabetes, and referral to and retention in programs.
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?
Travel, scheduling conflicts, and limited cohort availability constrain participation in in-person DPPs.
“Travel (for in-person DPPs), scheduling conflicts, and limited cohort availability constrain participation.8”
From An AI-Powered Lifestyle Intervention vs Human Coaching in the Diabetes Prevention Program: A Randomized Clinical Trial (2025) · cites this paper as [8]
The Discussion (page not provided) says competing priorities and the time required to participate may be barriers, and suggests that expanding program supply may help address low engagement. It does not identify travel, scheduling conflicts, or limited cohort availability as specific barriers, and says the study cannot assertively explain low engagement. (LLM, conf=0.81)
Experimental — accuracy not yet measuredAmong U.S. adults at high risk for diabetes, only half reported receiving any diabetes risk-reduction advice or referral.
“Despite these large-scale investments, evidence suggests that among U.S. adults at high risk for diabetes, only half reported receiving any diabetes risk-reduction advice or referral”
From Effects of a Digital Diabetes Prevention Program: An RCT (2022) · cites this paper as [4]
The Results (page not specified) report that 50.6% of adults with elevated BMI and high ADA risk scores but no prediabetes diagnosis received advice or a referral. The claim extends that figure to all U.S. adults at high risk, whereas the Findings report a higher rate—73.5%—among those with diagnosed prediabetes. (LLM, conf=0.86)
Experimental — accuracy not yet measuredThe current DPP infrastructure is underutilized.
“Thus, the current DPP infrastructure is underutilized, and more methods that increase access and engagement are needed.”
From Effects of a Digital Diabetes Prevention Program: An RCT (2022) · cites this paper as [4]
The Discussion reports exceedingly low engagement in diabetes-prevention programs and recommends improving access and engagement. It does not establish that existing infrastructure has unused capacity: it says program supply may be insufficient, not matched by uptake, or both. The claim therefore states underutilization more definitively than the paper does (Discussion; page not provided). (LLM, conf=0.83)
Experimental — accuracy not yet measuredConventional type 2 diabetes prevention programs are significantly underutilized.
“Conventional Type 2 diabetes (T2D) prevention programs provide key educational components but are significantly underutilized (Ali et al., 2019)”
From A Randomized Controlled Trial of an Acceptance and Commitment Therapy-Informed Diabetes Prevention Program Reduces Body Shame and Distress. (2025) · cites this paper as Ali et al., 2019
Of U.S. adults at high risk for diabetes who received diabetes risk-reduction advice or referral, only 34% reported participating in a weight loss program.
“of those receiving advice/referral, only 34% reported participating in a weight loss program”
From Effects of a Digital Diabetes Prevention Program: An RCT (2022) · cites this paper as [4]
Of U.S. adults at high risk for diabetes who received diabetes risk-reduction advice or referral, 40% reported participating in a DPP.
“and 40% reported participating in DPP.”
From Effects of a Digital Diabetes Prevention Program: An RCT (2022) · cites this paper as [4]
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 · see citing works
Tuomilehto, J., Lindström, J., Eriksson, J. G., Valle, T. T., Hämäläinen, H., Ilanne-Parikka, P., Keinänen-Kiukaanniemi, S., Laakso, M., Louheranta, A., Rastas, M., et al. (2001) · New England Journal of Medicine · doi:10.1056/nejm200105033441801 · Cited by 10,873 · see citing works
Pan, X.-R., Li, G.-W., Hu, Y.-H., Wang, J.-X., Yang, W.-Y., An, Z.-X., Hu, Z.-X., Juan-Lin, Xiao, J.-Z., Cao, H.-B., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.4.537 · Cited by 4,320 · see citing works
Economic Costs of Diabetes in the U.S. in 2002
American Diabetes Association (2003) · Diabetes Care · doi:10.2337/diacare.26.3.917 · Cited by 4,147 · see citing works
Economic Costs of Diabetes in the U.S. in 2017
American Diabetes Association (2018) · Diabetes Care · doi:10.2337/dci18-0007 · Cited by 2,528 · see citing works
Poor Control of Risk Factors for Vascular Disease Among Adults With Previously Diagnosed Diabetes
Saydah, S. H. (2004) · JAMA · doi:10.1001/jama.291.3.335 · Cited by 1,357 · see citing works
(2015) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(15)00291-0 · Cited by 1,029 · see citing works
Achievement of Goals in U.S. Diabetes Care, 1999–2010
Ali, M. K., Bullard, K. M., Saaddine, J. B., Cowie, C. C., Imperatore, G., & Gregg, E. W. (2013) · New England Journal of Medicine · doi:10.1056/nejmsa1213829 · Cited by 979 · see citing works
Self-citationFinancial Incentive–Based Approaches for Weight Loss: A Randomized Trial
Volpp, K. G., John, L. K., Troxel, A. B., Norton, L., Fassbender, J., & Loewenstein, G. (2008) · JAMA · doi:10.1001/jama.2008.804 · Cited by 923 · see citing works
Herman, W. H., Hoerger, T. J., Brandle, M., Hicks, K., Sorensen, S., Zhang, P., Hamman, R. F., Ackermann, R. T., Engelgau, M. M., Ratner, R. E., et al. (2005) · Annals of Internal Medicine · doi:10.7326/0003-4819-142-5-200503010-00007 · Cited by 703 · see citing works
A Diabetes Report Card for the United States: Quality of Care in the 1990s
Saaddine, J., Engelgau, M., Beckles, G., Gregg, E., Thompson, T., & Narayan, K. M. V. (2002) · Annals of Internal Medicine · doi:10.7326/0003-4819-136-8-200204160-00005 · Cited by 638 · see citing works
Self-citationAli, M. K., Echouffo-Tcheugui, J. B., & Williamson, D. F. (2012) · Health Affairs · doi:10.1377/hlthaff.2011.1009 · Cited by 594 · see citing works
Self-citationUS Preventive Services Task Force, Curry, S. J., Krist, A. H., Owens, D. K., Barry, M. J., Caughey, A. B., Davidson, K. W., Doubeni, C. A., Epling, J. W., Grossman, D. C., et al. (2018) · JAMA · doi:10.1001/jama.2018.13022 · Cited by 563 · see citing works
Dall, T. M., Yang, W., Gillespie, K. B., Mocarski, M., Byrne, E. N., Cintina, I., Beronja, K., Semilla, A. P., Iacobucci, W., & Hogan, P. F. (2019) · Diabetes Care · doi:10.2337/dc18-1226 · Cited by 442 · see citing works
The 10-Year Cost-Effectiveness of Lifestyle Intervention or Metformin for Diabetes Prevention
The Diabetes Prevention Program Research Group (2012) · Diabetes Care · doi:10.2337/dc11-1468 · Cited by 436 · see citing works
Dall, T. M., Yang, W., Halder, P., Pang, B., Massoudi, M., Wintfeld, N., Semilla, A. P., Franz, J., & Hogan, P. F. (2014) · Diabetes Care · doi:10.2337/dc14-1036 · Cited by 382 · see citing works
Haw, J. S., Galaviz, K. I., Straus, A. N., Kowalski, A. J., Magee, M. J., Weber, M. B., Wei, J., Narayan, K. M. V., & Ali, M. K. (2017) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2017.6040 · Cited by 354 · see citing works
Self-citationDevelopment and validation of a patient self-assessment score for diabetes risk
Bang, H., Edwards, A. M., Bomback, A. S., Ballantyne, C. M., Brillon, D., Callahan, M. A., Teutsch, S. M., Mushlin, A. I., & Kern, L. M. (2009) · Annals of Internal Medicine · doi:10.7326/0003-4819-151-11-200912010-00005 · Cited by 333 · see citing works
Preventing Type 2 Diabetes in Communities Across the U.S.
Albright, A. L., & Gregg, E. W. (2013) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2012.12.009 · Cited by 299 · see citing works
Self-citationGalaviz, K. I., Weber, M. B., Straus, A., Haw, J. S., Narayan, K. M. V., & Ali, M. K. (2018) · Diabetes Care · doi:10.2337/dc17-2222 · Cited by 289 · see citing works
Self-citationThe Diabetes Prevention Program Outcomes Study Research Group; prepared on behalf of the DPPOS Research Group, Orchard, T. J., Temprosa, M., Barrett‐Connor, E., Fowler, S. E., Goldberg, R. B., Mather, K. J., Marcovina, S. M., Montez, M., Ratner, R. E., et al. (2013) · Diabetic Medicine · doi:10.1111/j.1464-5491.2012.03750.x · Cited by 214 · see citing works
Ali, M. K., Bullard, K. M., Saydah, S., Imperatore, G., & Gregg, E. W. (2018) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(18)30027-5 · Cited by 209 · see citing works
Self-citationScientific Statement: Socioecological Determinants of Prediabetes and Type 2 Diabetes
Hill, J. O., Galloway, J. M., Goley, A. L., Marrero, D. G., Minners, R., Montgomery, B. K., Peterson, G. E., Ratner, R. E., Sánchez, E., & Aroda, V. R. (2013) · Diabetes Care · doi:10.2337/dc13-1161 · Cited by 205 · see citing works
Behavioral Economics Holds Potential To Deliver Better Results For Patients, Insurers, And Employers
Loewenstein, G. F., Asch, D. A., & Volpp, K. G. M. (2013) · Health Affairs · doi:10.1377/hlthaff.2012.1163 · Cited by 200 · see citing works
Secular Changes in U.S. Prediabetes Prevalence Defined by Hemoglobin A1c and Fasting Plasma Glucose
Bullard, K. M., Saydah, S., Imperatore, G., Cowie, C. C., Gregg, E. W., Geiss, L. S., Cheng, Y. J., Rolka, D. B., Williams, D. E., & Caspersen, C. J. (2013) · Diabetes Care · doi:10.2337/dc12-2563 · Cited by 198 · see citing works
Self-citationA Cascade of Care for Diabetes in the United States: Visualizing the Gaps
Ali, M. K., Bullard, K. M., Gregg, E. W., & del Rı́o, C. (2014) · Annals of Internal Medicine · doi:10.7326/m14-0019 · Cited by 180 · see citing works
Self-citation5. Prevention or Delay of Type 2 Diabetes: Standards of Medical Care in Diabetes—2018
American Diabetes Association (2017) · Diabetes Care · doi:10.2337/dc18-s005 · Cited by 158 · see citing works
Lifestyle Intervention Is Associated With Lower Prevalence of Urinary Incontinence
Brown, J. S., Wing, R., Barrett-Connor, E., Nyberg, L. M., Kusek, J. W., Orchard, T. J., Ma, Y., Vittinghoff, E., Kanaya, A. M., & for the Diabetes Prevention Program Research Group (2006) · Diabetes Care · doi:10.2337/diacare.29.02.06.dc05-1781 · Cited by 154 · see citing works
Li, R., Qu, S., Zhang, P., Chattopadhyay, S. K., Gregg, E. W., Albright, A. L., Hopkins, D. P., & Pronk, N. P. (2015) · Annals of Internal Medicine · doi:10.7326/m15-0469 · Cited by 152 · see citing works
Self-citationMudaliar, U., Zabetian, A., Goodman, M., Echouffo-Tcheugui, J. B., Albright, A. L., Gregg, E. W., & Ali, M. K. (2016) · PLOS Medicine · doi:10.1371/journal.pmed.1002095 · Cited by 146 · see citing works
Self-citationGrant, R. W., Schmittdiel, J. A., Neugebauer, R. S., Uratsu, C. S., & Sternfeld, B. (2013) · Journal of General Internal Medicine · doi:10.1007/s11606-013-2693-9 · Cited by 134 · see citing works
Moin, T., Li, J., Duru, O. K., Ettner, S., Turk, N., Keckhafer, A., Ho, S., & Mangione, C. M. (2015) · Annals of Internal Medicine · doi:10.7326/m14-1773 · Cited by 90 · see citing works
Survey of primary care providers’ knowledge of screening for, diagnosing and managing prediabetes
Tseng, E., Greer, R. C., O’Rourke, P., Yeh, H., McGuire, M., Clark, J. M., & Maruthur, N. M. (2017) · Journal of General Internal Medicine · doi:10.1007/s11606-017-4103-1 · Cited by 81 · see citing works
Make the healthy choice the easy choice: using behavioral economics to advance a culture of health
Volpp, K. G. M., & Asch, D. A. (2016) · QJM · doi:10.1093/qjmed/hcw190 · Cited by 81 · see citing works
A narrative systematic review of factors affecting diabetes prevention in primary care settings
Messina, J., Campbell, S., Morris, R., Eyles, E., & Sanders, C. (2017) · PLoS ONE · doi:10.1371/journal.pone.0177699 · Cited by 79 · see citing works
Primary Care Providers’ Prediabetes Screening, Testing, and Referral Behaviors
Nhim, K., Khan, T., Gruss, S. M., Wozniak, G., Kirley, K., Schumacher, P., Luman, E. T., & Albright, A. (2018) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2018.04.017 · Cited by 54 · see citing works
Self-citationReceipt of Glucose Testing and Performance of Two US Diabetes Screening Guidelines, 2007–2012
Bullard, K. M., Ali, M. K., Imperatore, G., Geiss, L. S., Saydah, S., Albu, J., Cowie, C. C., Sohler, N., Albright, A. L., & Gregg, E. W. (2015) · PLoS ONE · doi:10.1371/journal.pone.0125249 · Cited by 49 · see citing works
Self-citationThe Alarming and Rising Costs of Diabetes and Prediabetes: A Call for Action!
Cefalu, W. T., Petersen, M. P., & Ratner, R. E. (2014) · Diabetes Care · doi:10.2337/dc14-2329 · Cited by 41 · see citing works
Yancy, W. S., Shaw, P., Wesby, L., Hilbert, V., Yang, L., Zhu, J., Troxel, A., Huffman, D., Foster, G., Wojtanowski, A., et al. (2018) · Nutrition & Diabetes · doi:10.1038/s41387-018-0036-y · Cited by 35 · see citing works
Alternative HbA1c Cutoffs to Identify High-Risk Adults for Diabetes Prevention
Zhuo, X., Zhang, P., Selvin, E., Hoerger, T. J., Ackermann, R. T., Li, R., Bullard, K. M., & Gregg, E. W. (2012) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2012.01.003 · Cited by 34 · see citing works
Self-citationNHS England rolls out world’s first national diabetes prevention programme
Torjesen, I. (2016) · BMJ · doi:10.1136/bmj.i1669 · Cited by 25 · see citing works
Bang, H., Edwards, A. M., Bomback, A. S., Ballantyne, C. M., Brillon, D. J., Callahan, M. A., Teutsch, S. M., Mushlin, A. I., & Kern, L. M. (2009) · Europe PMC (PubMed Central) · doi:10.1059/0003-4819-151-11-200912010-00005 · Cited by 24 · see citing works
Albu, J., Sohler, N., Li, R., Li, X., Young, E., Gregg, E. W., & Ross‐Degnan, D. (2017) · Diabetes Care · doi:10.2337/dc16-2133 · Cited by 21 · see citing works
Self-citationOn behalf of the NEXT-D Study Group, Ali, M. K., Wharam, J. F., Duru, O. K., Schmittdiel, J. A., Ackermann, R. T., Albu, J., Ross‐Degnan, D., Hunter, C. M., Mangione, C. M., et al. (2018) · Current Diabetes Reports · doi:10.1007/s11892-018-1112-3 · Cited by 16 · see citing works
Self-citationThorpe, K. E. (2012) · Health Affairs · doi:10.1377/hlthaff.2011.1023 · Cited by 15 · see citing works
Flagged first, then by citations
1 of the 46 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [36]Berg S 7 steps to get prediabetic patients the preventive help they need. https://www.ama-assn.org/delivering-care/diabetes/7-steps-get-prediabetic-patients-preventive-help-they-need. Published October 4, 2018. Accessed April 4, 2019.
Cited by
Sorted by citations
Prediabetes and what it means: the epidemiological evidence
Echouffo-Tcheugui, J. B., & Selvin, E. (2021) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-090419-102644 · Cited by 406 · see citing works
Gregg, E. W., Buckley, J., Ali, M. K., Davies, J. I., Flood, D., Mehta, R., Griffiths, B., Lim, L., Manne‐Goehler, J., Pearson‐Stuttard, J., et al. (2023) · The Lancet · doi:10.1016/s0140-6736(23)00001-6 · Cited by 243 · see citing works
Self-citationGruss, S. M., Nhim, K., Gregg, E., Bell, M., Luman, E., & Albright, A. (2019) · Current Diabetes Reports · doi:10.1007/s11892-019-1200-z · Cited by 179 · see citing works
Self-citationEffects of a Digital Diabetes Prevention Program: An RCT
Katula, J. A., Dressler, E. V., Kittel, C. A., Harvin, L. N., Almeida, F. A., Wilson, K. E., Michaud, T. L., Porter, G. C., Brito, F. A., Goessl, C. L., et al. (2022) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2021.10.023 · Cited by 86 · see citing works
“One limitation of the study is that although the comparison group received more care than what is typical for patients with prediabetes, it was not a direct comparison with an in-person DPP.”
BackgroundInfluentialEvidence and challenges for translation and population impact of the Diabetes Prevention Program.
Ackermann, R. T., & O’Brien, M. J. (2020) · Current Diabetes Reports · doi:10.1007/s11892-020-1293-4 · Cited by 62 · see citing works
Sampson, M., Clark, A., Bachmann, M. O., Garner, N. J., Irvine, L., Howe, A. C., Greaves, C. J., Auckland, S., Smith, J. R., Turner, J. J. O., et al. (2020) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2020.5938 · Cited by 71 · see citing works
Rahim, N. E., Flood, D., Marcus, M. E., Theilmann, M., Aung, T. N., Agoudavi, K., Aryal, K. K., Bahendeka, S., Bicaba, B. W., Bovet, P., et al. (2023) · The Lancet Global Health · doi:10.1016/s2214-109x(23)00348-0 · Cited by 54 · see citing works
Self-citationZiegler, D., Herder, C., & Παπάνας, Ν. (2023) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3693 · Cited by 43 · see citing works
Mathioudakis, N., Lalani, B., Abusamaan, M. S., Alderfer, M., Alver, D., Dobs, A., Kane, B., McGready, J., Riekert, K., Ringham, B., et al. (2025) · JAMA · doi:10.1001/jama.2025.19563 · Cited by 41 · see citing works
Khunti, K., Griffin, S., Brennan, A., Dallosso, H., Davies, M. J., Eborall, H. C., Edwardson, C. L., Gray, L. J., Hardeman, W., Heathcote, L., et al. (2021) · BMC Medicine · doi:10.1186/s12916-021-01997-4 · Cited by 39 · see citing works
Thomas, M. S., & Feng, Y. (2021) · Journal of Food Protection · doi:10.4315/jfp-21-006 · Cited by 36 · see citing works
Bean, C. N., Dineen, T. E., Locke, S., Bouvier, B., & Jung, M. E. (2020) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2020.10.006 · Cited by 37 · see citing works
Alva, M. L., Chakkalakal, R. J., Moin, T., & Galaviz, K. I. (2022) · Health Affairs · doi:10.1377/hlthaff.2022.00259 · Cited by 33 · see citing works
Castro, C. M., Jasik, C. B., Diebold, A., DuPuis, A., & Jendretzke, B. (2020) · Journal of health economics and outcomes research · doi:10.36469/jheor.2020.14529 · Cited by 31 · see citing works
Chakkalakal, R. J., Galaviz, K. I., Thirunavukkarasu, S., Shah, M. K., & Narayan, K. M. V. (2024) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-060222-023417 · Cited by 35 · see citing works
Madrigal, L., Manders, O. C., Kegler, M. C., Haardörfer, R., Piper, S., Blais, L. M., Weber, M. B., & Escoffery, C. (2022) · Implementation Science Communications · doi:10.1186/s43058-022-00350-x · Cited by 28 · see citing works
Boltri, J. M., Tracer, H. L., Strogatz, D. S., Idzik, S. R., Schumacher, P., Fukagawa, N. K., Leake, E., Powell, C., Shell, D., Wu, S. S., et al. (2023) · Diabetes Care · doi:10.2337/dc22-0620 · Cited by 30 · see citing works
Greiner, G. G., Emmert-Fees, K. M. F., Becker, J., Rathmann, W., Thorand, B., Peters, A., Quante, A. S., Schwettmann, L., & Laxy, M. (2020) · Acta Diabetologica · doi:10.1007/s00592-020-01573-x · Cited by 26 · see citing works
The Final Frontier in Diabetes Care: Implementing Research in Real-World Practice
Green, J. B., Crowley, M. J., Sathish, T., Maruthur, N. M., & Oldenburg, B. F. (2024) · Diabetes Care · doi:10.2337/dci24-0001 · Cited by 29 · see citing works
Herman, W. H., Schillinger, D., Bolen, S. D., Boltri, J. M., Bullock, A. K., Chong, W. H., Conlin, P. R., Cook, J. W., Dokun, A. O., Fukagawa, N. K., et al. (2023) · Diabetes Care · doi:10.2337/dc22-1587 · Cited by 20 · see citing works
Ali, M. K., Imperatore, G., Benoit, S. R., O’Brien, M. J., Holliday, C. S., Echouffo-Tcheugui, J. B., & Bullard, K. M. (2023) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2023.110572 · Cited by 19 · see citing works
Self-citationUsing Peer Support to Prevent Diabetes: Results of a Pragmatic RCT
Heisler, M., Dyer, W. T., Finertie, H., STOLL, S. C., Wiley, D. M., Turner, C. D., Sedgwick, T., Kullgren, J. T., Richardson, C. R., Hedderson, M. M., et al. (2023) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2023.02.015 · Cited by 19 · see citing works
Weber, M. B., Hassan, S., Quarells, R. C., & Shah, M. K. (2021) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/j.ecl.2021.05.003 · Cited by 19 · see citing works
Use and Impact of Type 2 Diabetes Prevention Interventions
Campione, J. R., Ritchie, N. D., Fishbein, H. A., Mardon, R. E., Johnson, M. C., Pace, W. D., Birch, R. J., Seeholzer, E. L., Zhang, X., Proia, K. K., et al. (2022) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2022.04.002 · Cited by 18 · see citing works
Reeves, D., Woodham, A., French, D., Bower, P., Holland, F., Kontopantelis, E., & Cotterill, S. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-09195-z · Cited by 18 · see citing works
Abusamaan, M. S., Ballreich, J., Dobs, A., Kane, B., Maruthur, N., McGready, J., Riekert, K., Wanigatunga, A. A., Alderfer, M., Alver, D., et al. (2024) · Trials · doi:10.1186/s13063-024-08177-8 · Cited by 16 · see citing works
Primary Care Cluster RCT to Increase Diabetes Prevention Program Referrals
Keck, J. W., Roper, K. L., Hieronymus, L. B., Thomas, A. R., Huang, Z., Westgate, P. M., Fowlkes, J. L., & Cardarelli, R. (2020) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2020.02.008 · Cited by 17 · see citing works
Hulbert, L. R., Zhang, X., Ng, B. P., Nhim, K., Khan, T., & Cannon, M. J. (2021) · American Journal of Health Promotion · doi:10.1177/08901171211044937 · Cited by 17 · see citing works
Diabetes And The Fragmented State Of US Health Care And Policy
Chehal, P. K., Selvin, E., DeVoe, J. E., Mangione, C. M., & Ali, M. K. (2022) · Health Affairs · doi:10.1377/hlthaff.2022.00299 · Cited by 19 · see citing works
Self-citationQiu, J., He, S., Yu, C., Yang, R., Kuang, M., Sheng, G., & Zou, Y. (2024) · BMC Endocrine Disorders · doi:10.1186/s12902-024-01769-0 · Cited by 17 · see citing works
Fang, M., Wang, D., Echouffo-Tcheugui, J. B., & Selvin, E. (2022) · JAMA · doi:10.1001/jama.2022.5185 · Cited by 16 · see citing works
Nexus of COVID-19 and diabetes pandemics: Global public health lessons
Bergman, M., Jagannathan, R., & Narayan, K. M. V. (2020) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2020.108215 · Cited by 15 · see citing works
Wilson, K. E., Michaud, T. L., Almeida, F. A., Schwab, R. J., Porter, G. C., Aquilina, K. H., Brito, F. A., Golden, C. A., Dressler, E. V. M., Kittel, C., et al. (2021) · Translational Behavioral Medicine · doi:10.1093/tbm/ibab010 · Cited by 15 · see citing works
Lim, S. S., Chen, M., Makama, M., & O'Reilly, S. L. (2020) · Seminars in Reproductive Medicine · doi:10.1055/s-0040-1722315 · Cited by 14 · see citing works
Horn, C. E., Seely, E. W., Levkoff, S. E., Isley, B. C., & Nicklas, J. M. (2023) · The Journal of Maternal-Fetal & Neonatal Medicine · doi:10.1080/14767058.2023.2194012 · Cited by 13 · see citing works
Moin, T., Martín, J. M., Mangione, C. M., Grotts, J. F., Turk, N., Norris, K. C., Tseng, C., Jeffers, K. S., Castellon‐Lopez, Y., Frosch, D. L., et al. (2021) · Medical Decision Making · doi:10.1177/0272989x211001279 · Cited by 13 · see citing works
Clinical Care Among Individuals with Prediabetes in Primary Care: a Retrospective Cohort Study
Tseng, E., Durkin, N., Clark, J. M., Maruthur, N. M., Marsteller, J. A., & Segal, J. B. (2022) · Journal of General Internal Medicine · doi:10.1007/s11606-022-07412-9 · Cited by 13 · see citing works
Joiner, K. L., McEwen, L. N., Hurst, T. E., Adams, M. P., & Herman, W. H. (2022) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2022.108220 · Cited by 13 · see citing works
Pharmacologic Randomized Clinical Trials in Prevention of Type 2 Diabetes
Knowler, W. C., & Crandall, J. P. (2019) · Current Diabetes Reports · doi:10.1007/s11892-019-1268-5 · Cited by 13 · see citing works
Reach of a Fully Digital Diabetes Prevention Program in Health Professional Shortage Areas
Auster‐Gussman, L. A., Lockwood, K. G., Graham, S. A., Stein, N., & Branch, O. H. (2022) · Population Health Management · doi:10.1089/pop.2021.0283 · Cited by 12 · see citing works
Spence, R., Sisson, E. M., & Dixon, D. L. (2022) · Journal of the American Pharmacists Association · doi:10.1016/j.japh.2022.03.020 · Cited by 12 · see citing works
Is the Current Lifestyle Modification Approach to Diabetes Prevention in the U.S. a Success?
Echouffo-Tcheugui, J. B., Chakkalakal, R. J., & Ali, M. K. (2025) · Diabetes Care · doi:10.2337/dci24-0040 · Cited by 11 · see citing works
Self-citationGharacheh, L., Rarani, M. A., Torabipour, A., & Karimi, S. (2024) · International Journal of Preventive Medicine · doi:10.4103/ijpvm.ijpvm_374_22 · Cited by 11 · see citing works
Cost-effectiveness analysis of a digital Diabetes Prevention Program (dDPP) in prediabetic patients
Park, S., Ward, T., Sudimack, A., Cox, S., & Ballreich, J. M. (2023) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x231174262 · Cited by 10 · see citing works
Herman, W. H., Joiner, K. L., Hurst, T. E., & McEwen, L. N. (2021) · Diabetes Care · doi:10.2337/dc20-3112 · Cited by 10 · see citing works
Clinic- and Community-Based National Diabetes Prevention Programs in Los Angeles
DeFosset, A. R., Sivashanmugam, M., Mosst, J., & Kuo, T. (2021) · Health Education & Behavior · doi:10.1177/10901981211016759 · Cited by 10 · see citing works
Lim, S. S., Makama, M., Ioannou, E., Skouteris, H., Montanaro, C., Taye, M., Kodapally, B., Moran, L., CHIRP, Reja, A., et al. (2025) · Diabetic Medicine · doi:10.1111/dme.70017 · Cited by 10 · see citing works
Engagement in the National Diabetes Prevention Program Among Hispanic Men
Gonzalez, C. J., Perez‐Mejia, C. N., Hernandez, N., Flaxman, H. R., Stephenson-Hunter, C., Gil, E., León, E. D., Formagini, T. D. B., Chambers, E. C., Shapiro, M. F., et al. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.15046 · Cited by 9 · see citing works
Michaud, T. L., Wilson, K. E., Silva, F., Almeida, F. A., Katula, J. A., & Estabrooks, P. A. (2021) · Translational Behavioral Medicine · doi:10.1093/tbm/ibab054 · Cited by 9 · see citing works
Meng, L., Kwon, K.-S., Kim, D. J., Lee, Y., Kim, J., Kshirsagar, A. V., & Bang, H. (2021) · Diabetes & Metabolism Journal · doi:10.4093/dmj.2021.0054 · Cited by 9 · see citing works
Gregg, E. W., & Moin, T. (2021) · JAMA · doi:10.1001/jama.2021.12559 · Cited by 9 · see citing works
Self-citationSiegel, K. R., Gregg, E. W., Duru, O. K., Shi, L., Mangione, C. M., Thornton, P. L., Clauser, S., & Ali, M. K. (2021) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2021-002524 · Cited by 9 · see citing works
Self-citationPark, S., Ballreich, J. M., Ward, T., & Shi, L. (2024) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15807 · Cited by 8 · see citing works
Neuwahl, S. J., Sharma, A. J., Zhang, P., & Hoerger, T. J. (2022) · Preventing Chronic Disease · doi:10.5888/pcd19.220055 · Cited by 8 · see citing works
Perceived risk for diabetes among U.S. adults with undiagnosed prediabetes
Joiner, K. L., Adams, M. P., Lee, K. A., Piatt, G., & Davis, M. A. (2022) · Preventive Medicine · doi:10.1016/j.ypmed.2022.107089 · Cited by 7 · see citing works
Duru, O. K., Mangione, C. M., Turk, N., Chon, J. S., Fu, J., Cheng, G., Cheng, F., Moss, A., Frosch, D. L., Jeffers, K. S., et al. (2023) · Diabetes Care · doi:10.2337/dc23-0829 · Cited by 7 · see citing works
Dental practitioners’ use of health risk assessments for a variety of health conditions
Staras, S. A. S., Guo, Y. M., Gordan, V. V., Gilbert, G. H., McEdward, D., Manning, D., Woodard, J., & Shenkman, E. A. (2020) · The Journal of the American Dental Association · doi:10.1016/j.adaj.2020.09.003 · Cited by 7 · see citing works
DESAI, J. R., Saman, D. M., Sperl‐Hillen, J. M., Pratt, R. J., Dehmer, S. P., Allen, C. I., Ohnsorg, K. A., Wuorio, A., Appana, D., Hitz, P. J., et al. (2022) · Contemporary Clinical Trials · doi:10.1016/j.cct.2022.106686 · Cited by 7 · see citing works
Herman, W. H., Santos, C. V., Joiner, K. L., & McEwen, L. N. (2023) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2023.108527 · Cited by 7 · see citing works
A simulation study of the economic and health impact of a diabetes prevention programme in Ireland
Pierse, T., O’Neill, S., Dinneen, S. F., & O’Neill, C. (2021) · Diabetic Medicine · doi:10.1111/dme.14540 · Cited by 7 · see citing works
Madievsky, R., VU, A. V., Cheng, F., Chon, J. S., Turk, N., Krueger, A., Krong, J., Maranon, R., Liu, S., Han, C. S., et al. (2022) · Contemporary Clinical Trials · doi:10.1016/j.cct.2022.107007 · Cited by 7 · see citing works
Joiner, K. L., Adams, M. P., Minehan, E. B., & O’Brien, M. J. (2024) · JMIR Formative Research · doi:10.2196/66964 · Cited by 6 · see citing works
Stephenson-Hunter, C., Pacheco, G., Kim, R. S., Gao, Q., Hosgood, H. D., & Chambers, E. C. (2023) · Preventing Chronic Disease · doi:10.5888/pcd20.230072 · Cited by 6 · see citing works
Prevention of type 2 diabetes by physical activity: What has history taught us?
Balducci, S. (2020) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3308 · Cited by 6 · see citing works
Thomas, T., Duru, O. K., Yassin, M., Rodríguez, L. A., Moin, T., Castellon‐Lopez, Y., & Schmittdiel, J. A. (2024) · BMJ Open · doi:10.1136/bmjopen-2024-087274 · Cited by 5 · see citing works
Ultra‐processed food consumption among adults with prediabetes and diabetes, 2001‐2018
Guo, Z., Wallace, A. S., Rooney, M. R., Wang, D., Rebholz, C. M., Steele, E. M., García-Larsen, V., Wolfson, J. A., Matsuzaki, M., Selvin, E., et al. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16411 · Cited by 5 · see citing works
Breaking the quality-equity cycle when implementing prevention programmes
McHugh, S., Riordan, F., & Shelton, R. C. (2022) · BMJ Quality & Safety · doi:10.1136/bmjqs-2022-015558 · Cited by 5 · see citing works
Expanding Diabetes Prevention: Obstacles and Potential Solutions
Bergman, M. (2019) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2019.07.021 · Cited by 5 · see citing works
Fitzpatrick, S. L., Mayhew, M., Catlin, C., Firemark, A. J., Gruß, I., Nyongesa, D. B., O'Keeffe-Rosetti, M. C., Rawlings, A. M., Smith, D. H., Smith, N. X., et al. (2022) · The Permanente Journal · doi:10.7812/tpp/21.056 · Cited by 5 · see citing works
Almeida, F. A., You, W., Brito, F. A., Alves, T. F., Goessl, C. L., Wall, S. S., Seidel, R. W., Davy, B. M., Greenawald, M. H., Hill, J. L., et al. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1000162 · Cited by 7 · see citing works
Liu, J., Ssewamala, F. M., An, R., & Ji, M. (2025) · JMIR AI · doi:10.2196/68260 · Cited by 4 · see citing works
Brown, S. D., Hedderson, M. M., Gordon, N. P., Albright, C. L., Tsai, A., Quesenberry, C. P., & Ferrara, A. M. (2022) · Translational Behavioral Medicine · doi:10.1093/tbm/ibac019 · Cited by 4 · see citing works
Twelve-Month Reach and Effectiveness of a University-Based Diabetes Prevention Initiative
Gholami, M., JACKSON, N. J., Loeb, T. B., Chung, U. Y. R., Ramm, K., SHEDD, K. L., Soetenga, S., Elashoff, D. A., Hamilton, A. B., Mangione, C. M., et al. (2023) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2023.09.018 · Cited by 4 · see citing works
Demosthenes, E., Freedman, J., Hernandez, C., Shenette, L. L., Frisard, C., Lemon, S. C., Gerber, B. S., & Amante, D. J. (2024) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2024.102859 · Cited by 4 · see citing works
Diabetes prevention: current promise and future directions
Weber, M. B. (2025) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(25)00055-5 · Cited by 4 · see citing works
Choi, N. G., DiNitto, D. M., Sullivan, J. E., & Choi, B. Y. (2020) · Journal of Aging and Physical Activity · doi:10.1123/japa.2019-0338 · Cited by 4 · see citing works
Vandenberghe, D. (2021) · The European Journal of Health Economics · doi:10.1007/s10198-021-01362-5 · Cited by 4 · see citing works
Li, E., Waters, A. M., Cunningham, A., Silverio, A., Han, J. J., & Mills, G. D. (2022) · American Journal of Lifestyle Medicine · doi:10.1177/15598276221123527 · Cited by 4 · see citing works
Identifying diabetes management opportunity areas in the USA
Topmiller, M., Shaak, K., Mallow, P. J., & Kieber-Emmons, A. M. (2020) · Family Medicine and Community Health · doi:10.1136/fmch-2019-000293 · Cited by 4 · see citing works
Lipsett, M., & Berkman, E. (2025) · Health Psychology · doi:10.1037/hea0001434 · Cited by 3 · see citing works
“Conventional Type 2 diabetes (T2D) prevention programs provide key educational components but are signi fi cantly underutilized (Ali et al., 2019) and have had limited success in promoting improved nutrition and physical activity for a majority of participants or reducing national incidence rates…”
Torabipour, A., Karimi, S., Rarani, M. A., & Gharacheh, L. (2025) · BMC Health Services Research · doi:10.1186/s12913-025-12222-w · Cited by 3 · see citing works
Haseldine, C., Pallin, J. A., Kearney, P. M., McHugh, S., Riordan, F., Cotterill, S., & O’Donoghue, G. (2025) · BMJ Open · doi:10.1136/bmjopen-2024-090105 · Cited by 3 · see citing works
Hassan, S., Sobers, N., Paul-Charles, J., Herbert, J., Dharamraj, K., Cruz, E., García-Rivera, E. J., Fredericks, L., Desai, M. M., Roy, S., et al. (2021) · Contemporary Clinical Trials Communications · doi:10.1016/j.conctc.2021.100750 · Cited by 3 · see citing works
Prediabetes: An Undiagnosed Pandemic
Carris, N. W., & Corvin, J. (2021) · Endocrine Practice · doi:10.1016/j.eprac.2021.10.004 · Cited by 3 · see citing works
Fiol, G. D., Orleans, B., Kuzmenko, T. V., Chipman, J., Greene, T., Martínez, A., Wirth, J., Meads, R., Kaphingst, K. A., Gibson, B., et al. (2024) · BMJ Open · doi:10.1136/bmjopen-2023-081455 · Cited by 3 · see citing works
Diabetes in Women After Gestational Diabetes: A Missed Opportunity for Prevention
Seely, E. W., Ritchie, N. D., Nicklas, J. M., & Levkoff, S. E. (2022) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2022.08.009 · Cited by 3 · see citing works
Bergeron, C. D., Franco, C. L. C., Sherman, L. D., Pullyblank, K. L., Brunner, W. M., Brandford, A. A., Kew, C. L., & Smith, M. L. (2024) · American Journal of Men s Health · doi:10.1177/15579883241288978 · Cited by 2 · see citing works
Gonzalez, C. J., Hernandez, N., Perez‐Mejia, C. N., Flaxman, H. R., Stephenson-Hunter, C., & Shapiro, M. F. (2024) · Ethnicity and Health · doi:10.1080/13557858.2024.2429410 · Cited by 2 · see citing works
Ackermann, R. T., Cameron, K. A., Liss, D. T., Dolan, N. C., Aikman, C., Carson, A. R., Harris, S. A., Doyle, K. W., Cooper, A. J., & Hitsman, B. L. (2025) · JMIR mhealth and uhealth · doi:10.2196/58722 · Cited by 2 · see citing works
Gilbert, A. S., Martinez, A., Farabi, S. S., Cortéz, A. S., Baumann, A. A., Haire-Joshu, D. L., Brownson, R. C., Morshed, A. B., & Tabak, R. G. (2025) · Translational Behavioral Medicine · doi:10.1093/tbm/ibaf088 · Cited by 2 · see citing works
Williams-Piehota, P. A., Rotunda, W., Porterfield, D. S., Skeete, R. A., Smith, A. D., & Proia, K. K. (2023) · The Science of Diabetes Self-Management and Care · doi:10.1177/26350106231215767 · Cited by 2 · see citing works
Grudziąż-Sękowska, J., Sękowski, K. B., Pinkas, J., & Jankowski, M. (2024) · International Journal of Public Health · doi:10.3389/ijph.2024.1606790 · Cited by 2 · see citing works
Haseldine, C., O’Donoghue, G., Kearney, P. M., Riordan, F., Cotterill, S., & McHugh, S. (2024) · HRB Open Research · doi:10.12688/hrbopenres.13702.2 · Cited by 2 · see citing works
Haseldine, C., O’Donoghue, G., Kearney, P. M., Riordan, F., Cotterill, S., & McHugh, S. (2023) · HRB Open Research · doi:10.12688/hrbopenres.13702.1 · Cited by 2 · see citing works
Schlechter, C. R., Fiol, G. D., Jones, D. R., Orleans, B., Gibson, B., Nahum-Shani, I. B., Maxfield, E., Locke, A., Cornia, R., Bradshaw, R. L., et al. (2023) · BMJ Open · doi:10.1136/bmjopen-2023-075157 · Cited by 2 · see citing works
Determinant Factors of Diabetes Prevention Behavior in Students with Diabetes Mellitus Risk
Bhunga, Y. S., Upoyo, A. S., & Nuriya, N. (2023) · Nurse Media Journal of Nursing · doi:10.14710/nmjn.v13i3.47123 · Cited by 2 · see citing works
Malone, A., Clair, K. S., Chanfreau‐Coffinier, C., Bean‐Mayberry, B., Oberman, R. S., Lesser, R., Knight, C., Finley, E. P., Hamilton, A., Farmer, M. M., et al. (2024) · BMC Women s Health · doi:10.1186/s12905-024-03314-6 · Cited by 2 · see citing works
Siegel, K. R., Ali, M. K., Ackermann, R. T., Black, B. S., Huguet, N., Kho, A., Mangione, C. M., Nauman, E., Ross‐Degnan, D., Schillinger, D., et al. (2022) · Current Diabetes Reports · doi:10.1007/s11892-022-01480-1 · Cited by 1 · see citing works
Self-citationFiol, G. D. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-91200-6.00023-1 · Cited by 1 · see citing works
Stephenson-Hunter, C., Gonzalez, C. J., Franco, S., Hashmi, M., Tisor, O., & González, C. M. (2024) · BMJ Nutrition Prevention & Health · doi:10.1136/bmjnph-2024-000932 · Cited by 1 · see citing works
- Authors
- Ali, M. K., McKeever Bullard, K., Imperatore, G., Benoit, S. R., Rolka, D. B., Albright, A. L., & Gregg, E. W.
- Affiliations
- Centers for Disease Control and Prevention (US)
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
- Corresponding author
- Ali, Mohammed K.
- Venue
- JAMA Network Open
- Publisher
- American Medical Association (AMA)
- Published
- 2019-05-10
- Volume
- 2
- Issue
- 5
- Pages
- e193160
- ISSN
- 2574-3805 (ISSN-L)
- PMC
- PMC6512285
- OpenAlex
- W2943880671
- Cited by
- 153
- References
- 46
- Citations by year
- 2026: 13 · 2025: 21 · 2024: 25 · 2023: 24 · 2022: 26 · 2021: 27 · 2020: 14 · 2019: 3
- FWCI
- 14.21
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JAMA Network Open (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Spiral (Imperial College London) (submittedVersion, cc-by)
- Funders
- National Institute of Diabetes and Digestive and Kidney Diseases (P30DK111024)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Health Promotion and Cardiovascular Prevention
- Keywords
- type 2 diabetes prevention, prediabetes, Diabetes Prevention Program, lifestyle modification, physician referral, slimming program, exercise recommendations, dietary recommendations, body mass index, diabetes risk score, health care access disparities, health insurance status, cardiovascular risk reduction, United States adults
- MeSH terms
- Adult, Aged, Cross-Sectional Studies, Diabetes Mellitus, Type 2, Female, Health Promotion, Health Surveys, Humans, Male, Middle Aged, Obesity, Prediabetic State, United States, Health Behavior, Case-Control Studies, Risk Reduction Behavior, 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