The DOI matches its Crossref record; 83 of the 84 references it cites were found in a registry or an index.
The Comorbidity of Major Depression and Anxiety Disorders: Recognition and Management in Primary Care
Open accessAbstract
BACKGROUND: Depressive and anxiety disorders commonly occur together in patients presenting in the primary care setting. Although recognition of individual depressive and anxiety disorders has increased substantially in the past decade, recognition of comorbidity still lags. The current report reviews the epidemiology, clinical implications, and management of comorbidity in the primary care setting. METHOD: Literature was reviewed by 2 methods: (1) a MEDLINE search (1980-2001) using the key words depression, depressivedisorders, and anxietydisorders; comorbidity was also searched with individual anxiety diagnoses; and (2) direct search of psychiatry, primary care, and internal medicine journals over the past 5 years. RESULTS: Between 10% and 20% of adults in any given 12-month period will visit their primary care physician during an anxiety or depressive disorder episode (although typically for a nonpsychiatric complaint); more than 50% of these patients suffer from a comorbid second depressive or anxiety disorder. The presence of depressive/anxiety comorbidity substantially increases medical utilization and is associated with greater chronicity, slower recovery, increased rates of recurrence, and greater psychosocial disability. Typically, long-term treatment is indicated, although far less research is available to guide treatment decisions. Selective serotonin reuptake inhibitor antidepressants are the preferred treatment based on efficacy, safety, and tolerability criteria. Knowledge of their differential clinical and pharmacokinetic profiles can assist in optimizing treatment. CONCLUSION: Increased recognition of the high prevalence and negative psychosocial impact of depression and anxiety disorder comorbidity will lead to more effective treatment. While it is hoped that early and effective intervention will yield long-term benefits, research is needed to confirm this.
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
“This comorbidity is associated with slower recovery and greater chronicity, recurrence rates, health costs, hospitalization rates, disability days, suicide attempts, and psychosocial disability (Hirschfeld, 2001; Wittchen, 2002).”
From A Multiple-Baseline Evaluation of Acceptance and Commitment Therapy Focused on Repetitive Negative Thinking for Comorbid Generalized Anxiety Disorder and Depression (2020) · cites this paper as Hirschfeld, 2001
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
“The comorbidity between GAD and depression is very high, especially in primary care settings, and has been associated with greater chronicity, recurrence rates, health costs, and psychological disability (Hirschfeld, 2001; Wittchen, 2002; Zhu et al., 2009; Klenk et al., 2011).”
From A Multiple-Baseline Evaluation of Acceptance and Commitment Therapy Focused on Repetitive Negative Thinking for Comorbid Generalized Anxiety Disorder and Depression (2020) · cites this paper as Hirschfeld, 2001
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
The CES-D Scale: A Self-Report Depression Scale for Research in the General Population
Radloff, L. S. (1977) · Applied Psychological Measurement · doi:10.1177/014662167700100306 · Cited by 53,267
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910
Kessler, R. C. (1994) · Archives of General Psychiatry · doi:10.1001/archpsyc.1994.03950010008002 · Cited by 12,370
Posttraumatic Stress Disorder in the National Comorbidity Survey
Kessler, R. C. (1995) · Archives of General Psychiatry · doi:10.1001/archpsyc.1995.03950240066012 · Cited by 10,379
Spitzer, R. L. (1999) · JAMA · doi:10.1001/jama.282.18.1737 · Cited by 9,802
(1996) · Cited by 6,884
DiMatteo, M. R., Lepper, H. S., & Croghan, T. W. (2000) · Archives of Internal Medicine · doi:10.1001/archinte.160.14.2101 · Cited by 4,177
Depression Following Myocardial Infarction
Frasure‐Smith, N. (1993) · JAMA · doi:10.1001/jama.1993.03510150053029 · Cited by 2,039
The de Facto US Mental and Addictive Disorders Service System
Regier, D. A. (1993) · Archives of General Psychiatry · doi:10.1001/archpsyc.1993.01820140007001 · Cited by 1,988
Depression 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
Depression and 18-Month Prognosis After Myocardial Infarction
Frasure‐Smith, N., Lespérance, F., & Talajic, M. R. (1995) · Circulation · doi:10.1161/01.cir.91.4.999 · Cited by 1,546
Sertraline treatment of major depression in patients with acute MI or unstable angina
Glassman, A. H. (2002) · JAMA · doi:10.1001/jama.288.6.701 · Cited by 1,414
Depression, Disability Days, and Days Lost From Work in a Prospective Epidemiologic Survey
Broadhead, W. E. (1990) · JAMA · doi:10.1001/jama.1990.03450190056028 · Cited by 1,232
Kessler, R. C., Nelson, C. B., McGonagle, K. A., Liu, J., Swartz, M. S., & Blazer, D. G. (1996) · The British Journal of Psychiatry · doi:10.1192/s0007125000298371 · Cited by 1,079
The quality of care for depressive and anxiety disorders in the United States
Young, A. S., Klap, R., Sherbourne, C. D., & Wells, K. B. (2001) · Archives of General Psychiatry · doi:10.1001/archpsyc.58.1.55 · Cited by 1,061
Pharmacokinetics of selective serotonin reuptake inhibitors
Hiemke, C., & Härtter, S. (2000) · Pharmacology & Therapeutics · doi:10.1016/s0163-7258(99)00048-0 · Cited by 887
Symptoms of depression, acute myocardial infarction, and total mortality in a community sample
Barefoot, J. C., & Schroll, M. (1996) · Circulation · doi:10.1161/01.cir.93.11.1976 · Cited by 850
The Nature and Course of Depression Following Myocardial Infarction
Schleifer, S. J. (1989) · Archives of Internal Medicine · doi:10.1001/archinte.1989.00390080059014 · Cited by 742
Efficacy and Safety of Sertraline Treatment of Posttraumatic Stress Disorder
Brady, K. T., Pearlstein, T. B., Asnis, G. M., Baker, D. G., ROTHBAUM, B. O., Sikes, C. R., & Farfel, G. M. (2000) · JAMA · doi:10.1001/jama.283.14.1837 · Cited by 707
Depression and the Course of Coronary Artery Disease
Glassman, A. H., & Shapiro, P. A. (1998) · American Journal of Psychiatry · doi:10.1176/ajp.155.1.4 · Cited by 674
Types of stressful life event and the onset of anxiety and depressive disorders
Finlay-Jones, R., & Brown, G. W. (1981) · Psychological Medicine · doi:10.1017/s0033291700041301 · Cited by 641
Depression following Myocardial Infarction
Forrester, A. W., Lipsey, J. R., Teitelbaum, M. L., DePaulo, J. R., Andrzejewski, P. L., & Robinson, R. G. (1992) · The International Journal of Psychiatry in Medicine · doi:10.2190/cj9d-32c2-8cm7-ft3d · Cited by 635
Somatization and the recognition of depression and anxiety in primary care
Kirmayer, L. J., Robbins, J. M., Dworkind, M., & Yaffe⃰, M. J. (1993) · American Journal of Psychiatry · doi:10.1176/ajp.150.5.734 · Cited by 601
Selective serotonin reuptake inhibitor discontinuation syndrome: a randomized clinical trial
Rosenbaum, J. F., Fava, M., Hoog, S. L., Ascroft, R. C., & Krebs, W. B. (1998) · Biological Psychiatry · doi:10.1016/s0006-3223(98)00126-7 · Cited by 574
Sartorius, N., Üstün, T. B., Lecrubier, Y., & Wittchen, H.-U. (1996) · British Journal of Psychiatry · doi:10.1192/s0007125000298395 · Cited by 541
Distressed high utilizers of medical care
Katon, W., Von Korff, M., Lin, E., Lipscomb, P., Russo, J., Wagner, E., & Polk, E. (1990) · General Hospital Psychiatry · doi:10.1016/0163-8343(90)90002-t · Cited by 512
Depression and Chronic Medical Illness
Sachdeva, S., Cohen, D., Singh, A. K., Kaul, P., & Schwartz, T. L. (2009) · Medical psychiatry · doi:10.3109/9781420084887.012 · Cited by 494
Davidson, J. R. T., Rothbaum, B. O., van der Kolk, B. A., Sikes, C. R., & Farfel, G. M. (2001) · Archives of General Psychiatry · doi:10.1001/archpsyc.58.5.485 · Cited by 470
Headache and major depression: Is the association specific to migraine?
Breslau, N., Schultz, L. R., Stewart, W. F., Lipton, R. B., Lucia, V. C., & Welch, K. M. A. (2000) · Neurology · doi:10.1212/wnl.54.2.308 · Cited by 465
Roy-Byrne, P. P., Stang, P., Wittchen, H.-U., Ustun, B., Walters, E. E., & Kessler, R. C. (2000) · British Journal of Psychiatry · doi:10.1192/bjp.176.3.229 · Cited by 446
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
Bourin, M., Chue, P. S., & Guillon, Y. (2001) · CNS Drug Reviews · doi:10.1111/j.1527-3458.2001.tb00189.x · Cited by 412
Mental Disorders and Disability Among Patients in a Primary Care Group Practice
Olfson, M., FIREMAN, B. H., Weissman, M. M., Leon, A. C., Sheehan, D. V., Kathol, R. G., Hoven, C. W., & Farber, L. H. (1997) · American Journal of Psychiatry · doi:10.1176/ajp.154.12.1734 · Cited by 404
Depression following myocardial infarction. Impact on 6-month survival
Frasure-Smith, N. (1993) · JAMA · doi:10.1001/jama.270.15.1819 · Cited by 399
Depression and chronic medical illness.
Katon, W., & Sullivan, M. D. (1990) · PubMed · Cited by 383
Preskorn, S. H. (1997) · Clinical Pharmacokinetics · doi:10.2165/00003088-199700321-00003 · Cited by 370
Kessler, R. C., Stang, P., Wittchen, H., Üstün, T. B., Roy-Burne, P. P., & Walters, E. (1998) · The British journal of psychiatry : the journal of mental science · doi:10.1001/archpsyc.55.9.801 · Cited by 357
The Hidden Mental Health Network
Schurman, R. A. (1985) · Archives of General Psychiatry · doi:10.1001/archpsyc.1985.01790240091010 · Cited by 338
Change in Depression as a Precursor of Cardiovascular Events
Wassertheil‐Smoller, S. (1996) · Archives of Internal Medicine · doi:10.1001/archinte.1996.00440050111012 · Cited by 320
Treatment outcomes for primary care patients with major depression and lifetime anxiety disorders.
(1996) · American Journal of Psychiatry · doi:10.1176/ajp.153.10.1293 · Cited by 312
Chemerinski, E., & Robinson, R. G. (2000) · Psychosomatics · doi:10.1016/s0033-3182(00)71168-6 · Cited by 304
Depression, disability days, and days lost from work in a prospective epidemiologic survey
Broadhead, W. E. (1990) · JAMA · doi:10.1001/jama.264.19.2524 · Cited by 289
Prevalence, Clinical Manifestations, Etiology, and Treatment of Depression in Parkinson's Disease
Slaughter, J. R., Slaughter, K. A., Nichols, D., Holmes, S. E., & Martens, M. P. (2001) · Journal of Neuropsychiatry · doi:10.1176/jnp.13.2.187 · Cited by 284
Anderson, I. M. (1998) · Depression and Anxiety · doi:10.1002/(sici)1520-6394(1998)7:1+ · Cited by 278
Treatment Received by Depressed Patients
Keller, M. B. (1982) · JAMA · doi:10.1001/jama.1982.03330150034019 · Cited by 268
Fluoxetine Versus Sertraline and Paroxetine in Major Depressive Disorder
D, M. F. M., Judge, R., HOOG, S. L., Nilsson, M., & Koke, S. C. (2000) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v61n1109 · Cited by 266
Paroxetine in the Treatment of Generalized Anxiety Disorder
Pollack, M. H., Zaninelli, R., Goddard, A. W., McCafferty, J. P., Bellew, K. M., Burnham, D. B., & Iyengar, M. K. (2001) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v62n0508 · Cited by 246
Coryell, W. H., Endicott, J., Andreasen, N. C., Keller, M. B., Clayton, P. J., Hirschfeld, R. M. A., Scheftner, W. A., & Winokur, G. (1988) · American Journal of Psychiatry · doi:10.1176/ajp.145.3.293 · Cited by 232
Kessler, R. C., McGonagle, K. A., Zhao, S., Nelson, C. B., Hughes, M., Eshlman, S., Wittchen, H.-U., & Kendler, K. S. (1994) · Max Planck Institute for Plasma Physics · Cited by 190
Sherbourne, C. D. (1996) · Archives of General Psychiatry · doi:10.1001/archpsyc.1996.01830100035005 · Cited by 188
Michelson, D., Fava, M., Amsterdam, J., Apter, J., Londborg, P., Tamura, R., & Tepner, R. G. (2000) · British Journal of Psychiatry · doi:10.1192/bjp.176.4.363 · Cited by 181
Depression and coronary heart disease: A review for cardiologists
Carney, R. M., Freedland, K. E., Sheline, Y. I., & Weiss, E. S. (1997) · Clinical Cardiology · doi:10.1002/clc.4960200304 · Cited by 159
Use of the Nottingham Health Profile with patients after a stroke.
Ebrahim, S. B. J., Barer, D. H., & Nouri, F. (1986) · Journal of Epidemiology & Community Health · doi:10.1136/jech.40.2.166 · Cited by 151
Development and validation of the SDDS-PC screen for multiple mental disorders in primary care
Broadhead, W. E. (1995) · Archives of Family Medicine · doi:10.1001/archfami.4.3.211 · Cited by 139
Suicide Attempts in Patients With Panic Disorder
Lépine, J. (1993) · Archives of General Psychiatry · doi:10.1001/archpsyc.1993.01820140070008 · Cited by 133
Hoehn‐Saric, R., Ninan, P. T., Black, D. W., Stahl, S. M., Greist, J. H., Lydiard, B., McElroy, S. L., Zajecka, J., Chapman, D. S., Clary, C. M., et al. (2000) · Archives of General Psychiatry · doi:10.1001/archpsyc.57.1.76 · Cited by 127
Depression in patients with coronary artery disease
Gonzalez, M. B., Snyderman, T. B., Colket, J. T., Arias, R. M., Jiang, J. W., O’Connor, C. M., & Krishnan, K. (1996) · Depression · doi:10.1002/(sici)1522-7162(1996)4:2 · Cited by 127
Richelson, E. (1997) · Mayo Clinic Proceedings · doi:10.4065/72.9.835 · Cited by 127
D, M. F. M., Rosenbaum, J. F., HOOG, S. L., Tepner, R. G., Kopp, J. B., & Nilsson, M. (2000) · Journal of Affective Disorders · doi:10.1016/s0165-0327(99)00131-7 · Cited by 126
Depression in a Primary Care Clinic: the Prevalence and Impact of an Unrecognized Disorder
McQuaid, J. R., Stein, M. B., Laffaye, C., & McCahill, M. E. (1999) · Journal of Affective Disorders · doi:10.1016/s0165-0327(98)00191-8 · Cited by 121
Harvey, A. T., & Preskorn, S. (1996) · Journal of Clinical Psychopharmacology · doi:10.1097/00004714-199608000-00002 · Cited by 113
Silverstone, P. H., & Salinas, E. O. (2001) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v62n07a04 · Cited by 112
Depression in the medical setting: biopsychological interactions and treatment considerations.
Evans, D. L., Staab, J. P., Petitto, J. M., Morrison, M. F., Szuba, M. P., Ward, H. E., Wingate, B. J., Luber, M. P., & O’Reardon, J. P. (1999) · PubMed · Cited by 108
Catalán, J., Gath, D. H., Edmonds, G., & Ennis, J. (1984) · The British Journal of Psychiatry · doi:10.1192/bjp.144.6.593 · Cited by 100
Noyes, R., Garvey, M. J., Cook, B. L., & Samuelson, L. (1989) · PubMed · Cited by 94
Depression in Adults with Diabetes.
Lustman, P. J., Griffith, L., & Clouse, R. (1997) · PubMed · doi:10.1053/scnp00200015 · Cited by 91
Yates, W. R., & Gleason, O. C. (1998) · Depression and Anxiety · doi:10.1002/(sici)1520-6394(1998)7:4 · Cited by 81
A Ten-Year Review of the Validity and Clinical Utility of Depression Screening
Schade, C. P., Jones, E. R., & Wittlin, B. J. (1998) · Psychiatric Services · doi:10.1176/ps.49.1.55 · Cited by 80
Nelson, J., & Chouinard, G. (1999) · PubMed · Cited by 79
Ekselius, L., & von Knorring, L. (2001) · Journal of Clinical Psychopharmacology · doi:10.1097/00004714-200104000-00006 · Cited by 75
Subsyndromal (“Mixed”) anxiety-depression in primary care
Roy‐Byrne, P., Katon, W. J., Broadhead, W. E., Lépine, J., Richards, J., Brantley, P. J., Russo, J. E., Zinbarg, R. E., Barlow, D. H., & Liebowitz, M. R. (1994) · Journal of General Internal Medicine · doi:10.1007/bf02599221 · Cited by 69
Prodromes of Depression and Anxiety
Murphy, J. M., Sobol, A. M., Olivier, D., Monson, R. R., Leighton, A. H., & Pratt, L. A. (1989) · The British Journal of Psychiatry · doi:10.1192/bjp.155.4.490 · Cited by 58
Treatment received by depressed patients
Keller, M. B. (1982) · JAMA · doi:10.1001/jama.248.15.1848 · Cited by 56
Management of sexual side effects of antidepressant therapy.
Hirschfeld, R. M. A. (1999) · PubMed · Cited by 53
Wassertheil-Smoller, S. W. (1996) · Archives of Internal Medicine · doi:10.1001/archinte.156.5.553 · Cited by 47
Influence of depression on the treatment of panic disorder with imipramine, alprazolam and placebo
Keller, M. B., Lavori, P. W., Goldenberg, I. M., Baker, L. A., Pollack, M. H., Sachs, G. S., Rosenbaum, J. F., Deltito, J. A., Leon, A. C., Shear, K. M., et al. (1993) · Journal of Affective Disorders · doi:10.1016/0165-0327(93)90074-t · Cited by 42
Prudo, R., Harris, T., & Brown, G. W. (1984) · Psychological Medicine · doi:10.1017/s0033291700003597 · Cited by 42
Egberts, T. C. G., Leufkens, H. G. M., Albert Hofman, D., & Hoes, A. W. (1997) · International Clinical Psychopharmacology · doi:10.1097/00004850-199707000-00006 · Cited by 39
Antidepressants in panic disorder.
Jefferson, J. W. (1997) · PubMed · Cited by 37
Do Benzodiazepines Cause Depression?
Smith, B. D., & Salzman, C. (1991) · Psychiatric Services · doi:10.1176/ps.42.11.1101 · Cited by 32
Robinson, R. G. (2001) · Springer eBooks · doi:10.1007/978-4-431-67897-7_17 · Cited by 23
Lydiard, R. B., Perera, P., Batzar, E. D., & Clary, C. M. (1999) · The Primary Care Companion For CNS Disorders · doi:10.4088/pcc.v01n0504 · Cited by 15
Vulnerability Factors and Depression
Cooke, D. J. (1981) · The British Journal of Psychiatry · doi:10.1192/bjp.138.2.183b · Cited by 3
Flagged first, then by citations
1 of the 84 references couldn’t be matched to a known paper.
Research works printed but not linked: 4
- Murray CJL, Lopez AD, eds. The Global Burden of Disease, vol 2: Global Health Statistics. A Compendium of Incidence, Prevalence, and Mortality Estimates for Over 200 Conditions. Cambridge, Mass: Harvard University Press; 1996
- Kessler RC, Stang PE, Wittchen HU, et al. Lifetime panic-depression co- morbidity in the National Comorbidity Survey. Arch Gen Psychiatry 1998;55:801-808
- Radloff LS. The CES-D Scale. Appl Psychol Meas 1977;1:385-401
- Carney C. Diabetes mellitus and major depressive disorder: an overview of prevalence, complications, and treatment. Depress Anxiety 1998;7: 149-157
Cited by
Sorted by citations
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
Review: Mental health impacts of the COVID‐19 pandemic on children and youth – a systematic review
Samji, H., Wu, J., Ladak, A., Vossen, C., Stewart, E., Dove, N., Long, D., & Snell, G. (2022) · Child and Adolescent Mental Health · doi:10.1111/camh.12501 · Cited by 953
“A rise in anxiety symptoms was frequently matched to an increase in depressive symptoms, consistent with previous research on comorbid patterns of anxiety and depression (Hirschfield, 2001; Lamers et al., 2011).”
ResultSocial Networking Sites, Depression, and Anxiety: A Systematic Review
Seabrook, E. M., Kern, M. L., & Rickard, N. S. (2016) · JMIR Mental Health · doi:10.2196/mental.5842 · Cited by 763
“These disorders have high levels of comorbidity [11] and impact the quality of social relationships [12,13].”
Jacobson, N. C., & Newman, M. G. (2017) · Psychological Bulletin · doi:10.1037/bul0000111 · Cited by 576
Szuhany, K. L., & Simon, N. M. (2022) · JAMA · doi:10.1001/jama.2022.22744 · Cited by 541
Metadata
- Authors
- Hirschfeld, R. M. A.
- Affiliations
- The University of Texas Medical Branch at Galveston (US)
- Corresponding author
- Hirschfeld, Robert M. A.
- Venue
- The Primary Care Companion For CNS Disorders
- Publisher
- Physicians Postgraduate Press, Inc
- Published
- 2001-12-01
- Volume
- 3
- Issue
- 6
- Pages
- 244-254
- ISSN
- 2155-7772 (ISSN-L)
- 2155-7780
- PMC
- PMC181193
- OpenAlex
- W2112953965
- Cited by
- 661
- References
- 84
- Citations by year
- 2026: 19 · 2025: 23 · 2024: 27 · 2023: 32 · 2022: 57 · 2021: 62 · 2020: 50 · 2019: 62 · 2018: 57 · 2017: 41 · 2016: 46 · 2015: 39 · 2014: 28 · 2013: 23 · 2012: 18
- FWCI
- 0.00
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Primary Care Companion For CNS Disorders (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Pfizer
- Topics
- Health Sciences › Medicine › Pharmacology (medical) › Treatment of Major Depression
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- major depressive disorder, anxiety disorders, comorbidities, primary care, medical utilization, recurrence, psychosocial disability, selective serotonin reuptake inhibitors, antidepressant treatment, chronicity
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