The DOI matches its Crossref record; 54 of the 55 references it cites were found in a registry or an index.
The Shifting Engines of Medicalization
Abstract
Social scientists and other analysts have written about medicalization since at least the 1970s. Most of these studies depict the medical profession, interprofessional or organizational contests, or social movements and interest groups as the prime movers toward medicalization. This article contends that changes in medicine in the past two decades are altering the medicalization process. Using several case examples, I argue that three major changes in medical knowledge and organization have engendered an important shift in the engines that drive medicalization: biotechnology (especially the pharmaceutical industry and genetics), consumers, and managed care. Doctors are still gatekeepers for medical treatment, but their role has become more subordinate in the expansion or contraction of medicalization. Medicalization is now more driven by commercial and market interests than by professional claims-makers. The definitional center of medicalization remains constant, but the availability of new pharmaceutical and potential genetic treatments are increasingly drivers for new medical categories. This requires a shift in the sociological focus examining medicalization for the twenty-first century.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
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?
In the citing paper
“Conrad (2005) suggested that commercial and market interests, rather than professional expansion, are now key in driving medicalization.”
From Medicalization and the Refashioning of Age-Related Limits on Sexuality (2012) · cites this paper as Conrad (2005)
Citations
Cites
Diagnostic and Statistical Manual of Mental Disorders
Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,845
Diagnostic and Statistical Manual of Mental Disorders
American Psychiatric Association (2022) · doi:10.1176/appi.books.9780890425787 · Cited by 23,476
From the New York Times Magazine
Minsky, & Hyman, P. (1979) · Cited by 6,899
Medicine as an Institution of Social Control
Zola, I. K. (1972) · The Sociological Review · doi:10.1111/j.1467-954x.1972.tb00220.x · Cited by 1,807
Our posthuman future: consequences of the biotechnology revolution
(2002) · Choice Reviews Online · doi:10.5860/choice.40-0873 · Cited by 1,790
Medicalization and Social Control
Conrad, P. (1992) · Annual Review of Sociology · doi:10.1146/annurev.so.18.080192.001233 · Cited by 1,760
Self-citationJournal of Health and Social Behavior
(1992) · Bioethics · doi:10.1111/j.1467-8519.1992.tb00218.x · Cited by 1,114
The rise of surveillance medicine
Armstrong, D. (1995) · Sociology of Health & Illness · doi:10.1111/1467-9566.ep10933329 · Cited by 1,083
Biomedicalization: Technoscientific Transformations of Health, Illness, and U.S. Biomedicine
Clarke, A. E., Shim, J. K., Mamo, L., Fosket, J. R., & Fishman, J. R. (2003) · American Sociological Review · doi:10.1177/000312240306800201 · Cited by 560
The Discovery of Hyperkinesis: Notes on the Medicalization of Deviant Behavior
Conrad, P. (1975) · Social Problems · doi:10.2307/799624 · Cited by 532
Self-citation
Research works printed but not linked: 18
- British Medical Journal. 2002. Special Issue on Medicalization. 234(7342): 859 926
- Carpiano Richard M., 2001, Sociological Symposium, 21, 441
- Conrad, Peter and Deborah Potter., 2000, Social Problems, 47, 59
- Freidson Eliot, 1970, Profession of Medicine.
- Freudenheim Milt, 2004, New York Times, A9
- Goode Erica, 2002, New York Times, A21
- Grady Denise, 2003, New York Times, D1
- Hartley Heather, 2003, Women's Studies Quarterly, 31, 42
- Healy David, 1998, The Anti-depressant Era.
- Illich Ivan, 1975, Medical Nemesis.
- Inlander Charles B., 1998, Social Policy, 28, 40
- Koerner Brendan I., 2002, Mother Jones, 27, 58
- Light Donald W, 1993, The Changing Medical Profesion: An International Perspective, 69
- Marino Vivian, 2002, New York Times, 4
- Relman Arnold S., 2002, New Republic, 27
- Schulz Kathryn, 2004, New York Times Magazine, 38
- Szasz Thomas, 1970, Manufacture of Madness.
- Tuller David, 2004, New York Times, F1
Cited by
Sorted by citations
Items 501–600 of 999
Borowiec, A. A., & Lignowska, I. (2015) · Polish Sociological Review · Cited by 5
Manus, F. G. M., Universidad Nacional Autónoma de México, M., Mercado-Reyes, A., & Universidad Nacional Autónoma de México, M. (2016) · Sexualidad Salud y Sociedad (Rio de Janeiro) · doi:10.1590/1984-6487.sess.2016.24.04.a · Cited by 5
den Bogaert, S. V., Stroobant, J., & Bracke, P. (2018) · Health Sociology Review · doi:10.1080/14461242.2018.1537131 · Cited by 5
Navarro, S. R., & Rojas, P. (2019) · Athenea Digital Revista de pensamiento e investigación social · doi:10.5565/rev/athenea.2465 · Cited by 5
Clarke, J. N., Mosleh, D., & Janketic, N. (2014) · Child & Family Social Work · doi:10.1111/cfs.12155 · Cited by 5
Psychische Krankheit als soziales Problem
Kilian, R. (2012) · VS Verlag für Sozialwissenschaften eBooks · doi:10.1007/978-3-531-94160-8_22 · Cited by 6
Nettleton, S. (2009) · International Journal of Epidemiology · doi:10.1093/ije/dyp181 · Cited by 5
Conrad, P., & Waggoner, M. R. (2014) · The Wiley Blackwell Encyclopedia of Health, Illness, Behavior, and Society · doi:10.1002/9781118410868.wbehibs134 · Cited by 5
Self-citationZhang, X., Oh, Y. J., Zhang, Y., & Zhu, J.-F. (2025) · PLoS ONE · doi:10.1371/journal.pone.0331856 · Cited by 6
King, B. W., Dayrell, C., & Zorzi, V. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.118808 · Cited by 4
Liebsch, K. (2020) · Springer Reference Pflege, Therapie, Gesundheit · doi:10.1007/978-3-662-58685-3_81-1 · Cited by 4
Haas, B. (2021) · Verlag Julius Klinkhardt eBooks · doi:10.35468/5927 · Cited by 6
It Is Time to Replace theDSM: A Critical Review of Social Work and the Biomedical Model of Practice
Cantú, A. (2023) · Ethical Human Psychology and Psychiatry · doi:10.1891/ehpp-2022-0002 · Cited by 4
Konishi, Y. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.117039 · Cited by 4
Halcomb, L. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.117524 · Cited by 4
Undiagnosed: Relational characteristics of mental health pre-diagnostic self-labeling
Varela, G. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.117725 · Cited by 4
Le beau sexe. Quelques pistes de réflexion sur les chirurgies sexuelles cosmétiques
Martin, H. (2014) · Genre sexualité & société · doi:10.4000/gss.3222 · Cited by 5
Business ethics, medical ethics and economic medicalization
Poitras, G. (2009) · International Journal of Business Governance and Ethics · doi:10.1504/ijbge.2009.023789 · Cited by 4
Predictors of Mode of Childbirth Based on Medicalized Maternal Care: A Cross-Sectional Study
Mobarakabadi, S. S., Najmabadi, K. M., Tabatabaie, M. G., & Esmaily, H. (2016) · Iranian Red Crescent Medical Journal · doi:10.5812/ircmj.25073 · Cited by 4
Back to the Future: Irving K. Zola’s Contributions to the Sociology of Disability
Welch, M. J. (2016) · Emerald Group Publishing Limited eBooks · doi:10.1108/s1479-354720160000009007 · Cited by 4
Would We Even Know Moral Bioenhancement If We Saw It?
Wiseman, H. (2017) · Cambridge Quarterly of Healthcare Ethics · doi:10.1017/s0963180116001067 · Cited by 4
Galesi, D., & Lombi, L. (2017) · International Journal of Health Services · doi:10.1177/0020731417747422 · Cited by 4
Medicalización, promoción de la enfermedad y disfunción sexual femenina
Díaz, J. C. Z., Cruz, J., & Meneses, M. E. (2018) · Revista CS · doi:10.18046/recs.i24.2308 · Cited by 4
The Medicalization and Social Construction of Fear in the Age of Anxiety
STARKSTEIN, S. E. (2018) · Springer eBooks · doi:10.1007/978-3-319-78349-9_9 · Cited by 4
Elliott, L. C., Bennett, A. S., Szott, K., & Golub, A. L. (2018) · Culture Medicine and Psychiatry · doi:10.1007/s11013-018-9586-7 · Cited by 8
Heafner, J., & Mauldin, L. (2018) · Journal of Marital and Family Therapy · doi:10.1111/jmft.12337 · Cited by 4
Medicalization of Social Problems: Rising Depression‐related Absenteeism in Japan
Okuda, S. (2019) · International Journal of Japanese Sociology · doi:10.1111/ijjs.12105 · Cited by 4
Wustmann, J. (2021) · Materialitäten · doi:10.14361/9783839454404 · Cited by 4
The Medicalization of Workplace Sexual Violence on Canadian University Campuses in the #MeToo Era
Petit-Thorne, A. (2020) · Anthropologica · doi:10.3138/anth-2020-0007 · Cited by 4
Epidemics Eroding Public Life: An Analysis on the Covid-19 Pandemic
BÖLÜKBAŞI, A., & KIRAN, E. (2021) · Opus uluslararası toplum araştırmaları dergisi · doi:10.26466/opus.873896 · Cited by 4
Eckhardt, A., Bachmann, A., & Marti, M. (2011) · vdf Hochschulverlag AG an der ETH Zürich eBooks · doi:10.3218/3404-2 · Cited by 7
Sick or Sad? A Qualitative Study on How Dutch GPs Deal With Sadness Complaints Among Young Adults
van Dijk, E. L., van Tol, D. G., Diemers, A. D., Wienen, A. W., & Batstra, L. (2022) · Frontiers in Sociology · doi:10.3389/fsoc.2021.765814 · Cited by 4
Regulating diagnosis—Molecular and regulatory sub‐stratifications of lung cancer treatment
Hauge, A. M. (2023) · Sociology of Health & Illness · doi:10.1111/1467-9566.13693 · Cited by 4
Whyte, M., Elias, R., & Cooke, D. D. (2024) · Humanities and Social Sciences Communications · doi:10.1057/s41599-024-02729-8 · Cited by 4
An Investigation into the Medicalization of Stress in the Twentieth Century
Watkins, E. S. (2013) · Medicine Studies · doi:10.1007/s12376-013-0082-7 · Cited by 4
Funding sources and breast cancer research frame
Jo, W. (2020) · PLoS ONE · doi:10.1371/journal.pone.0238026 · Cited by 4
Williams, D. R., Costa, M., & Leavell, J. P. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.018 · Cited by 4
Work and Unemployment as Stressors
Limonic, L., & Lennon, M. C. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.015 · Cited by 4
Johnson, R. J., Hobfoll, S. E., & Beulaygue, I. C. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.022 · Cited by 5
Dahal, K. B. (2022) · Humanities and Social Sciences Communications · doi:10.1057/s41599-022-01155-y · Cited by 4
A Social Diagnosis of Digitally Mediated COVID-19 Trauma
Chiaraluce, C. A., Moles, K., Robinson, L., & Wiest, J. B. (2022) · American Behavioral Scientist · doi:10.1177/00027642221132185 · Cited by 4
Bianchi, E. (2014) · Astrolabio · doi:10.55441/1668.7515.n13.7779 · Cited by 4
Childhood Depression: Parents Talk With One Another on the ’Net
Clarke, J. N., & Sargent, C. (2010) · Social Work in Mental Health · doi:10.1080/15332985.2010.481997 · Cited by 4
Medicalization of the Post-Museum: Interactivity and Diagnosis at the Brain and Cognition Exhibit
Gruber, D. (2015) · Journal of Medical Humanities · doi:10.1007/s10912-015-9336-6 · Cited by 4
Sawchuk, D., & Clarke, J. N. (2015) · Journal of Disability & Religion · doi:10.1080/23312521.2015.1024910 · Cited by 4
Medicalization of sickness absence
Schierenbeck, I. (2010) · Work · doi:10.3233/wor-2010-1076 · Cited by 4
Jaffe, K. (2008) · doi:10.7282/t3251jjm · Cited by 5
The State of the Art in Medical Sociology
Chaiklin, H. (2011) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0b013e318225f30b · Cited by 4
Gendering Affective Disorders in Direct-to-Consumer Advertisements
Arney, J., & Weitz, R. (2012) · Research in the sociology of health care · doi:10.1108/s0275-4959(2012)0000030010 · Cited by 7
A Study of the Portrayal of Bullying in Magazines for Parents: It is Everywhere and it is Growing
Clarke, J. N. (2017) · Children & Society · doi:10.1111/chso.12213 · Cited by 4
Introduction: Looking within from without
Hutson, D. J. (2011) · Advances in medical sociology · doi:10.1108/s1057-6290(2011)0000012005 · Cited by 4
Bianchi, E., Faraone, S., Oberti, M. L., & Leone, C. (2020) · Astrolabio · doi:10.55441/1668.7515.n24.24961 · Cited by 4
Cultural Diversity and Mental Health Treatment
Woo, B., Walton, E. C., & Takeuchi, D. T. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.029 · Cited by 4
Homelessness, Medicalization of
Wasserman, J. A., & Clair, J. M. (2014) · The Wiley Blackwell Encyclopedia of Health, Illness, Behavior, and Society · doi:10.1002/9781118410868.wbehibs500 · Cited by 4
Social Psychology, Sociological
Rohall, D. E. (2015) · Elsevier eBooks · doi:10.1016/b978-0-08-097086-8.32136-5 · Cited by 4
Bernstein, S. (2016) · doi:10.53846/goediss-5839 · Cited by 4
On the Other Side of Hyperactivity: an Anthropology of ADHD
Goodwin, M. (2010) · eScholarship (California Digital Library) · Cited by 4
Therapeutic practices in everyday life: Illness and health seeking in a rural community in Sri Lanka
Liyanagunawardena, S. (2022) · doi:10.26686/wgtn.19398032 · Cited by 4
The Medicalization of Menopause: Framing Media Messages in the Twentieth Century
Cimons, M. (2008) · University Libraries (University of Maryland) · Cited by 4
Health Inequity and Institutional Ethnography: Mapping the Problem of Policy Change
McGibbon, E., Fierlbeck, K. A., & Ajadi, T. (2021) · Witness The Canadian Journal of Critical Nursing Discourse · doi:10.25071/2291-5796.117 · Cited by 3
Sociological Approaches to Mental Illness
Thoits, P. A. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.010 · Cited by 3
Countervailing medicalization: A relational approach to the medicalization of psychosis
Halpin, M. (2022) · SSM - Qualitative Research in Health · doi:10.1016/j.ssmqr.2022.100118 · Cited by 4
Subtypes of prescription stimulant misuse among students: a nuanced story
Bruyn, S. D., Wouters, E., Ponnet, K. S., Tholen, R., & Hal, G. F. V. (2023) · Studies in Higher Education · doi:10.1080/03075079.2023.2215272 · Cited by 3
Niederdeppe, J., Avery, R. J., Liu, J., Mann, C., Sood, N., & Eisenberg, M. D. (2023) · Social Science & Medicine · doi:10.1016/j.socscimed.2023.116062 · Cited by 3
Bringing the Global into Medical Sociology: Medicalization, Narrative, and Global Health
Bell, S. E. (2024) · Journal of Health and Social Behavior · doi:10.1177/00221465241249701 · Cited by 4
Elite class self‐interest, socioeconomic inequality and U.S. population health
Ignatow, G., & Gutin, I. (2024) · Sociology of Health & Illness · doi:10.1111/1467-9566.13813 · Cited by 3
Types of genetic determinism in direct-to-consumer genetic testing for health
Friedman, A., & Anderson, T. L. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.117376 · Cited by 3
Wills, B. C., & Gottlieb, J. (2025) · NORMA · doi:10.1080/18902138.2025.2451509 · Cited by 3
(Un)expected suffering: The corporeal specificity of vulnerability
Cadwallader, J. R. (2012) · International Journal of Feminist Approaches to Bioethics · doi:10.3138/ijfab.5.2.105 · Cited by 3
How advertising for psychotropics constructs an enhanced gendered self
Riska, E., & Heikell, T. (2008) · Advances in gender research · doi:10.1016/s1529-2126(08)12014-8 · Cited by 3
How Can Conceptual Analysis Contribute to Scientific Practice?
Lewens, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108648981.009 · Cited by 3
What Outcomes Should the Study of Mental Health Try to Explain?
Schnittker, J. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.008 · Cited by 3
Vasta, F. N., & Girelli, R. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.634028 · Cited by 3
Ørjasærter, K. B. (2021) · Tidsskrift for psykisk helsearbeid · doi:10.18261/issn.1504-3010-2021-01-05 · Cited by 3
Jensen, M. B., & Jänicke, S. (2021) · Somatechnics · doi:10.3366/soma.2021.0340 · Cited by 3
“Women as Troublemakers”: The Hard Sociopolitical Context of Soft Bipolar Disorder in Iran
Mianji, F., & Kirmayer, L. J. (2021) · Culture Medicine and Psychiatry · doi:10.1007/s11013-021-09743-4 · Cited by 3
Colman, L., Delaruelle, K., & Bracke, P. (2022) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-022-02283-1 · Cited by 4
Social risk, health inequity, and patient safety
Boisvert, S. (2022) · Journal of Healthcare Risk Management · doi:10.1002/jhrm.21519 · Cited by 5
Agency through medicalization: Ghanaian children navigating illness, medicine and adult resistance
Santah, C., & Bröer, C. (2022) · Social Science & Medicine · doi:10.1016/j.socscimed.2022.115504 · Cited by 3
Davis, C. (2023) · Social Studies of Science · doi:10.1177/03063127231214237 · Cited by 3
Medicine and the Cybernetic Revolution: On the Way to Control Over the Human Body
Grinin, L. E., Леонидович, Г. А., & Korotayev, A. (2024) · World-systems evolution and global futures · doi:10.1007/978-3-031-56764-3_8 · Cited by 3
Autism diagnosis in Wales: The case of governance-driven medicalisation in care pathways
Arribas‐Ayllon, M. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.118333 · Cited by 3
Clarke, J. N. (2013) · Child & Family Social Work · doi:10.1111/cfs.12079 · Cited by 3
PERSPECTIVES PAPER: Medicalization of HIV and the African Response
Gitome, S. W., Njuguna, S., Kwena, Z., Ombati, E., Njoroge, B. W., & Bukusi, E. (2014) · African Journal of Reproductive Health · Cited by 3
Olegário, N. B. D. C., Catrib, A. M., Silva, G. P., Abdon, A. P. V., Mont’Alverne, D. G. B., Saintrain, M. V. L., & de Barros, N. F. (2020) · International Journal of Advanced Engineering Research and Science · doi:10.22161/ijaers.75.60 · Cited by 3
What Is the Relation between Facts and Values in Biological Science?
Friese, C., & Prainsack, B. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108648981.014 · Cited by 5
Vandendriessche, J., & Majerus, B. (2021) · Manchester University Press eBooks · doi:10.7765/9781526151070 · Cited by 3
Marital Status and Mental Health
Williams, K., Frech, A., & Carlson, D. L. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316471289.020 · Cited by 3
Tıbbın yaşamlarımızdaki hakimiyeti: medikalizasyon
Bardakçı, T. (2022) · Anadolu Kliniği Tıp Bilimleri Dergisi · doi:10.21673/anadoluklin.1082071 · Cited by 3
Implementation of Substitution Treatment in Finland: Beyond Rationalisation and Medicalisation
Selin, J. (2011) · Nordic Studies on Alcohol and Drugs · doi:10.2478/v10199-011-0003-6 · Cited by 3
Sexual Pharmacology: Love Potions, Pills, and Poisons
Verhulst, J., & Reynolds, J. K. (2009) · International Journal of Systemic Therapy · doi:10.1080/08975350902970394 · Cited by 3
Clarke, J. N. (2015) · Children & Society · doi:10.1111/chso.12121 · Cited by 3
Medicina, biotecnopolítica y bioética: de la anatomía a la autonomía
Amado, E. D. (2009) · Cited by 3
Los estudios farmacéuticos: alcances y limitaciones de un campo de indagación emergente
Bielli, A. (2016) · trilogía Ciencia Tecnología Sociedad · doi:10.22430/21457778.414 · Cited by 3
Forgetting Rape: Trauma, Pharmaceuticals and Embodied (In)Justice
Cadwallader, J. R. (2016) · Australian Feminist Studies · doi:10.1080/08164649.2016.1224052 · Cited by 3
Ballantyne, P. J., Norris, P., Parachuru, V. P. B., & Thomson, W. M. (2017) · SSM - Population Health · doi:10.1016/j.ssmph.2017.11.002 · Cited by 3
A Discussion on English Language Students’ Body Image: Beauty Standards and Fatness
Bastos, P. A. D. L., & Pessoa, R. R. (2019) · PROFILE Issues in Teachers Professional Development · doi:10.15446/profile.v21n1.69603 · Cited by 3
Trastornos por consumo de sustancias: entre las inequidades y el estigma
Cassiani-Miranda, C. A., Campo‐Arias, A., & Herazo, E. (2019) · Duazary · doi:10.21676/2389783x.2751 · Cited by 3
What Is the Nature of Theories and Models in Biology?
Parke, E. C., & Plutynski, A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108648981.005 · Cited by 3
Feminist Reflections on Home, Digital Health Technologies, and Ethics
Peter, E. H. (2020) · Springer eBooks · doi:10.1007/978-3-030-49104-8_9 · Cited by 3
Metadata
- Authors
- Conrad, P.
- Affiliations
- Brandeis University (US)
- Corresponding author
- Conrad, Peter
- Venue
- Journal of Health and Social Behavior
- Publisher
- SAGE Publications
- Published
- 2005-03
- Volume
- 46
- Issue
- 1
- Pages
- 3-14
- ISSN
- 0022-1465 (ISSN-L)
- 2150-6000
- OpenAlex
- W2089325836
- Cited by
- 1,074
- References
- 55
- Citations by year
- 2026: 53 · 2025: 45 · 2024: 43 · 2023: 69 · 2022: 67 · 2021: 56 · 2020: 65 · 2019: 63 · 2018: 45 · 2017: 88 · 2016: 51 · 2015: 64 · 2014: 52 · 2013: 46 · 2012: 62
- FWCI
- 44.90
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Health and Social Behavior (publishedVersion)
- PubMed (publishedVersion)
- Research Portal (Queen's University Belfast) (submittedVersion)
- Topics
- Health Sciences › Health Professions › General Health Professions › Health, Medicine and Society
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Medicine, History, and Philosophy
- Health Sciences › Health Professions › Medical Terminology › Medical Research and Practices
- Keywords
- medicalization, pharmaceutical industry, biotechnology, managed care, consumer health, medical knowledge, medical organizations, commercialization of medicine, medical categories, gatekeeping, medical profession
- MeSH terms
- Mental Disorders, Biotechnology, Consumer Advocacy, Delivery of Health Care, Drug Industry, Humans, Managed Care Programs, United States, Gatekeeping
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