The DOI matches its Crossref record; 65 of the 67 references it cites were found in a registry or an index.
The Depression Treatment Cascade in Primary Care: A Public Health Perspective
Open accessAbstract
Major depressive disorder (MDD) is common and costly. Primary care remains a major access point for depression treatment, yet the successful clinical resolution of depression in primary care is uncommon. The clinical response to depression suffers from a "treatment cascade": the affected individual must access health care, be recognized clinically, initiate treatment, receive adequate treatment, and respond to treatment. Major gaps currently exist in primary care at each step along this treatment continuum. We estimate that 12.5% of primary care patients have had MDD in the past year; of those with MDD, 47% are recognized clinically, 24% receive any treatment, 9% receive adequate treatment, and 6% achieve remission. Simulations suggest that only by targeting multiple steps along the depression treatment continuum (e.g. routine screening combined with collaborative care models to support initiation and maintenance of evidence-based depression treatment) can overall remission rates for primary care patients be substantially improved.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Hence, only about 5- 7% of persons with de pres sion treated in primary care settings would be expected to achieve remission 106 .”
From Treatment‐resistant depression: definition, prevalence, detection, management, and investigational interventions (2023) · cites this paper as [106]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Approximately 10- 15% of patients in primary care present with clinically significant depressive symptoms, and only about half of these cases are diagnosed, of which an estimated 25% are prescribed an antidepressant 106 .”
From Treatment‐resistant depression: definition, prevalence, detection, management, and investigational interventions (2023) · cites this paper as [106]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Replicated evidence indicates that, of those prescribed antidepressants, the majority discontinue treatment prematurely.”
From Treatment‐resistant depression: definition, prevalence, detection, management, and investigational interventions (2023) · cites this paper as [106]
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.
Citations
Cites
Molecular Mechanisms of Depression: Perspectives on New Treatment Strategies
Lang, U. E., & Borgwardt, S. (2013) · Cellular Physiology and Biochemistry · doi:10.1159/000350094 · Cited by 8,526
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Koretz, D., Merikangas, K. R., Rush, A. J., Walters, E. E., & Wang, P. S. (2003) · JAMA · doi:10.1001/jama.289.23.3095 · Cited by 7,988
The Prevalence of Comorbid Depression in Adults With Diabetes
Anderson, R. J., Freedland, K. E., Clouse, R. E., & Lustman, P. J. (2001) · Diabetes Care · doi:10.2337/diacare.24.6.1069 · Cited by 3,926
Wang, P. S., Lane, M., Olfson, M., Pincus, H. A., Wells, K. B., & Kessler, R. C. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.629 · Cited by 2,695 · cited 2×
“They determined that 38% were receiving “minimally adequate treatment,” which they defined as pharmacotherapy for at least 2 months plus more than 4 visits to any physician; or at least 8 psychotherapy visits of 30 min or more to any provider [19].”
BackgroundMethodDepression and poor glycemic control: a meta-analytic review of the literature.
Lustman, P. J., Anderson, R. J., Freedland, K. E., de Groot, M., Carney, R. M., & Clouse, R. E. (2000) · Diabetes Care · doi:10.2337/diacare.23.7.934 · Cited by 1,854
Association of depression and diabetes complications: a meta-analysis
de Groot, M., Anderson, R., Freedland, K. E., Clouse, R. E., & Lustman, P. J. (2001) · Psychosomatic Medicine · doi:10.1097/00006842-200107000-00015 · Cited by 1,799 · cited 1×
“Also across these conditions, depression is consistently associated with poorer engagement in chronic medical care, poorer adherence to chronic medical treatment regimens, and worse clinical outcomes [27, 58–63].”
BackgroundCollaborative care for patients with depression and chronic illnesses
Katon, W. J., Lin, E. H. B., Von Korff, M., Ciechanowski, P., Ludman, E. J., Young, B., Peterson, D., Rutter, C. M., McGregor, M., & McCulloch, D. (2010) · New England Journal of Medicine · doi:10.1056/nejmoa1003955 · Cited by 1,697
Hasin, D. S., Goodwin, R. D., Stinson, F. S., & Grant, B. F. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.10.1097 · Cited by 1,645
PRACTICE GUIDELINE FOR THE Treatment of Patients With Major Depressive Disorder
Gelenberg, A. J., Freeman, P. B., Markowitz, J. C., Rosenbaum, J. F., Thase, M. E., Trivedi, M. H., & Rhoads, R. S. (2010) · Cited by 1,372
Collaborative Care for Depression: A Cumulative Meta-analysis and Review of Longer-term Outcomes
Gilbody, S. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.21.2314 · Cited by 1,340
Wang, P. S., Berglund, P., Olfson, M., Pincus, H. A., Wells, K. B., & Kessler, R. C. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.603 · Cited by 1,325
The Economic Burden of Depression in the United States: How Did It Change Between 1990 and 2000?
Greenberg, P. E., Kessler, R. C., Birnbaum, H. G., Leong, S. A., Lowe, S. W., Berglund, P. A., & Corey-Lisle, P. K. (2003) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v64n1211 · Cited by 1,280
Bing, E. G., Burnam, M. A., Longshore, D., Fleishman, J. A., Sherbourne, C. D., London, A. S., Turner, B. J., Eggan, F., Beckman, R., Vitiello, B., et al. (2001) · Archives of General Psychiatry · doi:10.1001/archpsyc.58.8.721 · Cited by 1,255
Clinical diagnosis of depression in primary care: a meta-analysis
Mitchell, A. J., Vaze, A., & Rao, S. (2009) · The Lancet · doi:10.1016/s0140-6736(09)60879-5 · Cited by 1,251
Wells, K. B., Sherbourne, C., Schoenbaum, M., Duan, N., Meredith, L., Unützer, J., Miranda, J., Carney, M. F., & Rubenstein, L. V. (2000) · JAMA · doi:10.1001/jama.283.2.212 · Cited by 1,021
Anderson, I. M. (2000) · Journal of Affective Disorders · doi:10.1016/s0165-0327(99)00092-0 · Cited by 940
Katon (2004) · doi:10.1001/archpsyc.61.10.1042 · Cited by 737
Report by the ACNP Task Force on Response and Remission in Major Depressive Disorder
Rush, A. J., Kraemer, H. C., Sackeim, H. A., Fava, M., Trivedi, M. H., Frank, E., Ninan, P. T., Thase, M. E., Gelenberg, A. J., Kupfer, D. J., et al. (2006) · Neuropsychopharmacology · doi:10.1038/sj.npp.1301131 · Cited by 707
Role of depression, stress, and trauma in HIV disease progression
Leserman, J. (2008) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181777a5f · Cited by 662
Gaynes, B. N., Warden, D., Trivedi, M. H., Wisniewski, S. R., Fava, M., & Rush, A. J. (2009) · Psychiatric Services · doi:10.1176/ps.2009.60.11.1439 · Cited by 661
Self-citationWhen words are painful: unraveling the mechanisms of the nocebo effect
Benedetti, F., Lanotte, M., Lopiano, L., & Colloca, L. (2007) · Neuroscience · doi:10.1016/j.neuroscience.2007.02.020 · Cited by 636
Screening for Depression in Adults: U.S. Preventive Services Task Force Recommendation Statement
U.S. Preventive Services Task Force* (2009) · Annals of Internal Medicine · doi:10.7326/0003-4819-151-11-200912010-00006 · Cited by 581
Bayesian Methods for Data Analysis
Carlin, B., & Louis, T. (2008) · Chapman & Hall/CRC eBooks · doi:10.1201/b14884 · Cited by 505
Prescribing Trends in Psychotropic Medications
Pincus, H. A., Tanielian, T., Marcus, S. C., Olfson, M., Zarin, D. A., Thompson, J., & ZITO, J. M. (1998) · JAMA · doi:10.1001/jama.279.7.526 · Cited by 423
Williams, J. W., Mulrow, C. D., Chiquette, E., Noël, P. H., Aguilar, C., & Cornell, J. E. (2000) · Annals of Internal Medicine · doi:10.7326/0003-4819-132-9-200005020-00011 · Cited by 419
Gartlehner, G., Hansen, R. A., Morgan, L. C., Thaler, K., Lux, L., Van Noord, M., Mager, U., Thieda, P., Gaynes, B. N., Wilkins, T., et al. (2011) · Annals of Internal Medicine · doi:10.7326/0003-4819-155-11-201112060-00009 · Cited by 355
Arroll, B. (2005) · The Annals of Family Medicine · doi:10.1370/afm.349 · Cited by 351
Improving treatment of late life depression in primary care: a randomized clinical trial
Callahan, C. M., Hendrie, H. C., Dittus, R. S., Brater, D. C., Hui, S. L., & Tierney, W. M. (1994) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.1994.tb06555.x · Cited by 304
ROST, K. M., Nutting, P., Smith, J. L., Werner, J. J., & Duan, N. (2001) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2001.00537.x · Cited by 290
Antidepressants for depressed elderly
Mottram, P. G., Wilson, K., & Strobl, J. (2006) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003491.pub2 · Cited by 289
Identifying depression in primary care: a literature synthesis of case-finding instruments
Williams, J. W., Pignone, M. P., Ramı́rez, G., & Stellato, C. P. (2002) · General Hospital Psychiatry · doi:10.1016/s0163-8343(02)00195-0 · Cited by 288
Screening for Depression in Adult Patients in Primary Care Settings: A Systematic Evidence Review
O’Connor, E., Whitlock, E. P., Beil, T. L., & Gaynes, B. N. (2009) · Annals of Internal Medicine · doi:10.7326/0003-4819-151-11-200912010-00007 · Cited by 279
Self-citationCollaborative Care for Patients with Depression and Chronic Illnesses
Jk, W., Ehb, L., Von Korff, M., Ciechanowski, P. S., Ej, L., Young, B. A., Peterson, D., Rutter, C. M., McGregor, M., & McCulloch, D. K. (2011) · Cited by 270
Hedayati, S. S. (2010) · JAMA · doi:10.1001/jama.2010.619 · Cited by 266
MacGillivray, S., Arroll, B., Hatcher, S., Ogston, S., Reid, I., Sullivan, F., Williams, B., & Crombie, I. (2003) · BMJ · doi:10.1136/bmj.326.7397.1014 · Cited by 265
Underdiagnosis of depression in HIV
Asch, S. M., Kilbourne, A. M., Gifford, A. L., Burnam, M. A., Turner, B. J., Shapiro, M. F., & Bozzette, S. A. (2003) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2003.20938.x · Cited by 240
Rethinking recommendations for screening for depression in primary care
Thombs, B. D., Coyne, J. C., Cuijpers, P. J., de Jonge, P., Gilbody, S. M., Ioannidis, J. P. A., Johnson, B. T., Patten, S. B., Turner, E. H., & Ziegelstein, R. C. (2011) · Canadian Medical Association Journal · doi:10.1503/cmaj.111035 · Cited by 225
Mugavero, M. J., Ostermann, J., Whetten, K., Leserman, J., Swartz, M. S., Stangl, D. K., & Thielman, N. M. (2006) · AIDS Patient Care and STDs · doi:10.1089/apc.2006.20.418 · Cited by 220
Bayesian Methods for Data Analysis
Weiss, R. E. (2010) · American Journal of Ophthalmology · doi:10.1016/j.ajo.2009.11.011 · Cited by 215
Prevalence of Major Depressive Episode in CKD
Hedayati, S. S., Minhajuddin, A. T., Toto, R. D., Morris, D. W., & Rush, A. J. (2009) · American Journal of Kidney Diseases · doi:10.1053/j.ajkd.2009.03.017 · Cited by 205 · cited 1×
“Depression is overrepresented in most chronically ill populations relative to the general population, including patients with diabetes, cardiovascular disease, chronic kidney disease, and HIV infection [52–55].”
BackgroundKaton, W. J., Simon, G. E., Russo, J. E., Korff, M. V., Lin, E. H. B., Ludman, E. J., Ciechanowski, P. S., & Bush, T. M. (2004) · Medical Care · doi:10.1097/00005650-200412000-00009 · Cited by 199
Trivedi, M. H., Rush, A. J., Gaynes, B. N., Stewart, J. W., Wisniewski, S. R., Warden, D., Ritz, L., Luther, J. F., Stegman, D., DeVeaugh-Geiss, J., et al. (2007) · Neuropsychopharmacology · doi:10.1038/sj.npp.1301390 · Cited by 152
Self-citationMental Depression and Cardiovascular Disease: A Multifaceted, Bidirectional Association
Lippi, G., Montagnana, M., Favaloro, E. J., & Franchini, M. (2009) · Seminars in Thrombosis and Hemostasis · doi:10.1055/s-0029-1222611 · Cited by 149
Randomized trial of case-finding for depression in elderly primary care patients
Whooley, M. A., Stone, B., & Soghikian, K. (2000) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2000.04319.x · Cited by 142
Do Canada and the United States Differ in Prevalence of Depression and Utilization of Services?
Vasiliadis, H., LESAGE, A. D., Adair, C. E., Wang, P. S., & Kessler, R. C. (2007) · Psychiatric Services · doi:10.1176/ps.2007.58.1.63 · Cited by 134
Effectiveness of Collaborative Care for Depression in Human Immunodeficiency Virus Clinics
Pyne, J. M., Fortney, J. C., Curran, G. M., Tripathi, S., Atkinson, J. H., Kilbourne, A. M., Hagedorn, H. J., Rimland, D., Rodriguez-Barradas, M. C., Monson, T., et al. (2010) · Archives of Internal Medicine · doi:10.1001/archinternmed.2010.395 · Cited by 132
Efficacy of newer medications for treating depression in primary care patients
Mulrow, C. D., Williams, J. W., Chiquette, E., Aguilar, C., Noël, P. H., Lee, S., Cornell, J. E., & Stamm, K. E. (2000) · The American Journal of Medicine · doi:10.1016/s0002-9343(99)00316-2 · Cited by 128
Lessons learned from placebo groups in antidepressant trials
Mora, M. C. S., Nestoriuc, Y., & Rief, W. (2011) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2010.0394 · Cited by 111
Major Depression Symptoms in Primary Care and Psychiatric Care Settings: A Cross-Sectional Analysis
Gaynes, B. N., Rush, A. J., Trivedi, M. H., Wisniewski, S. R., Balasubramani, G. K., Spencer, D. C., Petersen, T., Klinkman, M., Warden, D., Nicholas, L., et al. (2007) · The Annals of Family Medicine · doi:10.1370/afm.641 · Cited by 109
Self-citationPrimary Care Physician Office Visits for Depression by Older Americans
Harman, J. S., Veazie, P. J., & Lyness, J. M. (2006) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2006.00497.x · Cited by 106
Rubenstein, L. Z., Alessi, C., Josephson, K. R., Trinidad Hoyl, M., Harker, J. O., & Pietruszka, F. M. (2007) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2007.01044.x · Cited by 103
Gaynes, B. N., Rush, A. J., Trivedi, M. H., Wisniewski, S. R., Balasubramani, G. K., McGrath, P. J., Thase, M. E., Klinkman, M., Nierenberg, A. A., Yates, W. R., et al. (2008) · Journal of General Internal Medicine · doi:10.1007/s11606-008-0522-3 · Cited by 97
Self-citationPost-myocardial infarction depression.
Bush, D. E., Ziegelstein, R. C., Patel, U., Thombs, B. D., Ford, D. E., Fauerbach, J. A., McCann, U. D., Stewart, K. J., Tsilidis, K. K., Patel, A. L., et al. (2005) · PubMed Central · Cited by 95
Gartlehner, G., Hansen, R. A., Thieda, P., DeVeaugh‐Geiss, A., Gaynes, B. N., Krebs, E. E., Lux, L. J., Morgan, L. C., Shumate, J., Monroe, L. G., et al. (2007) · Europe PMC (PubMed Central) · Cited by 76
Self-citationMitchell, A. J., Rao, S., & Vaze, A. (2011) · British Journal of General Practice · doi:10.3399/bjgp11x556227 · Cited by 73
Gaynes, B. N., Rush, A. J., Trivedi, M. H., Wisniewski, S. R., Balasubramani, G. K., Spencer, D. C., Petersen, T., Klinkman, M. S., Warden, D., Schneider, R. K., et al. (2005) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2004.10.003 · Cited by 73
Self-citationBeasley, C. M., Nilsson, M., Koke, S. C., & Gonzales, J. S. (2000) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v61n1003 · Cited by 62
Effectiveness of screening and treatment for depression in ambulatory indigent patients
Jarjoura, D. G., Polen, A., Baum, E. E., Kropp, D., Hetrick, S., & Rutecki, G. W. (2004) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2004.21249.x · Cited by 42
Bosmans, J. E., de Bruijne, M. C., van Hout, H. P. J., van Marwijk, H., Beekman, A. T. F., Bouter, L. M., Stalman, W. A. B., & van Tulder, M. W. (2006) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2006.00555.x · Cited by 40
Clinical utility of screening for clinical depression and bipolar disorder
Mitchell, A. J. (2011) · Current Opinion in Psychiatry · doi:10.1097/yco.0b013e32834de45b · Cited by 36
Do Canada and the United States Differ in Prevalence of Depression and Utilization of Services?
Vasiliadis, H., LESAGE, A. D., Adair, C. E., Wang, P. S., & Kessler, R. C. (2007) · Psychiatric Services · doi:10.1176/appi.ps.58.1.63 · Cited by 31
Birnbaum, H. G., Ben-Hamadi, R., Greenberg, P. E., Hsieh, M., Tang, J., & Reygrobellet, C. (2009) · PharmacoEconomics · doi:10.2165/00019053-200927060-00006 · Cited by 30
The Limited Effect of Screening for Depressive Symptoms With the PHQ-9 in Rural Family Practices
BERGUS, G. R., Hartz, A. J., Noyes, R., Ward, M. M., James, P. A., Vaughn, T. E., Kelley, P. L., Sinift, S., Bentler, S., & Tilman, E. (2005) · The Journal of Rural Health · doi:10.1111/j.1748-0361.2005.tb00099.x · Cited by 29
(2004) · World Pumps · doi:10.1016/s0262-1762(04)00352-9 · Cited by 13
Post‐Myocardial Infarction Depression: Summary
De, B., Ziegelstein, R. C., Patel, U., Thombs, B., Ford, D., Fauerbach, J., McCann, U. D., Stewart, K., Tsilidis, K. K., Al, P., et al. (2005) · Cited by 7
Research works printed but not linked: 2
- Mugavero MJ. Guidelines for improving HIV treatment “adherence”: The big picture. 6th International Conference on HIV Treatment and Prevention Adherence. Miami, FL 2011.
- Agency for Health Care Policy and Research. Depression in Primary Care: Vol 2: Treatment of Major Depression. Rockville: US Dept of Health and Human Services; 1993.
Cited by
Sorted by citations
McIntyre, R. S., Alsuwaidan, M., Baune, B. T., Berk, M., Demyttenaere, K., Goldberg, J. F., Gorwood, P., Ho, R., Kasper, S., Kennedy, S. H., et al. (2023) · World Psychiatry · doi:10.1002/wps.21120 · Cited by 836
Mental health and HIV/AIDS: the need for an integrated response
Remien, R. H., Stirratt, M. J., Nguyen, N., Robbins, R. N., Pala, A. N., & Mellins, C. A. (2019) · AIDS · doi:10.1097/qad.0000000000002227 · Cited by 727
Mental health collaborative care and its role in primary care settings
Goodrich, D. E., Kilbourne, A. M., Nord, K. M., & Bauer, M. S. (2013) · Current Psychiatry Reports · doi:10.1007/s11920-013-0383-2 · Cited by 216
Treating major depression with yoga: A prospective, randomized, controlled pilot trial
Prathikanti, S., Rivera, R., Cochran, A., Tungol, J. G., Fayazmanesh, N., & Weinmann, E. (2017) · PLOS ONE · doi:10.1371/journal.pone.0173869 · Cited by 157
Pence, B. W., Mills, J. C., Bengtson, A. M., Gaynes, B. N., Breger, T. L., Cook, R. L., Moore, R. D., Grelotti, D. J., O’Cleirigh, C. M., & Mugavero, M. J. (2018) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.4726 · Cited by 155
Self-citation
Metadata
- Authors
- Pence, B. W., O’Donnell, J. K., & Gaynes, B. N.
- Affiliations
- Duke University (US)
- University of North Carolina at Chapel Hill (US)
- Corresponding author
- Pence, Brian W.
- Venue
- Current Psychiatry Reports
- Published
- 2012-05-13
- Volume
- 14
- Issue
- 4
- Pages
- 328-335
- ISSN
- 1523-3812 (ISSN-L)
- 1535-1645
- PMC
- PMC3410049
- OpenAlex
- W2151955213
- Cited by
- 133
- References
- 67
- Citations by year
- 2026: 9 · 2025: 7 · 2024: 8 · 2023: 15 · 2022: 10 · 2021: 10 · 2020: 12 · 2019: 12 · 2018: 10 · 2017: 9 · 2016: 14 · 2015: 6 · 2014: 4 · 2013: 7
- FWCI
- 0.77
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Current Psychiatry Reports (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion)
- UNC Libraries
- Funders
- U.S. Department of Veterans Affairs (R25 MH080916-01A2)
- Bristol-Myers Squibb
- Washington University in St. Louis (R25 MH080916-01A2)
- National Institutes of Health
- Agency for Healthcare Research and Quality
- Quality Enhancement Research Initiative (R25 MH080916-01A2)
- Arts and Humanities Research Council
- National Institute of Mental Health (MH080916, R01MH086362, R25MH080916)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Health Sciences › Medicine › Pharmacology (medical) › Treatment of Major Depression
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- major depressive disorder, primary care, depression screening, collaborative care, depression remission, treatment gap, public health approach, depression prevalence
- MeSH terms
- Continuity of Patient Care, Major Depressive Disorder, Humans, Primary Health Care, Public Health, United States, Prevalence
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