The DOI matches its Crossref record.
Activities and well-being in older age: Effects of self-concept and educational attainment.
Abstract
The positive effect of activities on well-being is proposed to be mediated by self-conceptualizations and facilitated by socioeconomic status. The hypothesized processes were estimated with LISREL VIII using data from a large cross-sectional survey with a sample of 679 adults aged 65 and older who were representative of older adults living in the Detroit area. Findings indicate that the frequency of performing both leisure and productive activities yields an effect on physical health and depression and that these effects are mediated in part by a sense of self as agentic, but less clearly by a sense of self as social. Furthermore, socioeconomic status, operationalized as formal educational attainment, facilitates the effect of leisure to a greater extent than that of productive activities.
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
“A survey of 679 older adults found a significant correlation between the number of social activities and levels of depression, and that leisure activity had a particularly high effect on reducing depression.9”
From AD-venture program: Therapeutic biking for the treatment of depression in long-term care residents with dementia (2002) · cites this paper as [9]
In the citing paper
“However, less strenuous leisure activities, such as attending classes or volunteering, also have been associated with better functioning (Berkman et al., 1995;Herzog, Franks, Markus, & Holmberg, 1998) and survival (Glass, Mendes de Leon, Marottoli, & Berkman, 1999) among older adults.”
From Relationship of activity and social support to the functional health of older adults (2000) · cites this paper as Herzog, Franks, Markus, & Holmberg, 1998
Citations
Cited by
Sorted by citations
Items 101–189 of 189
Son, J. S., & Janke, M. C. (2015) · Journal of Leisure Research · doi:10.1080/00222216.2015.11950350 · Cited by 17
Active Time Use and Well-Being in Older Adulthood: Results From a Day Reconstruction Method Study
Möwisch, D., Brose, A., & Schmiedek, F. (2021) · Work Aging and Retirement · doi:10.1093/workar/waab030 · Cited by 17
Association of Social Support and Social Activity with Physical Functioning in Older Persons
Park, K., & Lee, Y. (2007) · Journal of Preventive Medicine and Public Health · doi:10.3961/jpmph.2007.40.2.137 · Cited by 16
“Herzog > [28]gÔ×ËnÌm.”
Leisure Activities and Quality of Life Among Older Adults in Spain
Bosque, R. L., Fernández‐Mayoralas, G., Rojo‐Pérez, F., Forjaz, M. J., Martínez‐Martín, P., Rojo-Abuín, J.-M., & on behalf of Spanish Research Group on Quality of Life and Ageing (2015) · Social indicators research series · doi:10.1007/978-3-319-15904-1_8 · Cited by 17
“And depression, as a mental health condition, would be a centrally important factor as it would be present in the explanatory models for defining all activity profiles, “Physical and Social”, “Passive and Cultural” and “Very active and Tourist”, in contrast to the "Inactivity" profile, confirming the close relationshi…”
BackgroundResultActivity Interests and Holland's Riasec System in Older Adults
Kerby, D. S., & Ragan, K. M. (2002) · The International Journal of Aging and Human Development · doi:10.2190/w0g9-nbyn-h6wc-ltdn · Cited by 16
“For example, Herzog et al. (1998) classified activities into two groups: a) productive and b) leisure.”
BackgroundMethodQuality of life in patients with PD and their caregiving spouses: A view from both sides
Demeulemeester, F., Letter, M. D., Miatton, M., & Santens, P. (2015) · Clinical Neurology and Neurosurgery · doi:10.1016/j.clineuro.2015.08.027 · Cited by 15
Grau‐Sánchez, J., Foley, M., Hlavová, R., Muukkonen, I., Ojinaga-Alfageme, O., Radukić, A., Spindler, M., & Hundevad, B. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00330 · Cited by 22
Soziale Produktivität und Wohlbefinden im höheren Lebensalter
Wahrendorf, M., & Siegrist, J. (2008) · VS Verlag für Sozialwissenschaften eBooks · doi:10.1007/978-3-531-90850-2_3 · Cited by 15
Elderly persons’ expectations of day-care rehabilitation
Tollén, A., Fredriksson, C., & Kamwendo, K. (2007) · Scandinavian Journal of Occupational Therapy · doi:10.1080/11038120601042566 · Cited by 16
Depression in Older Ethnic Groups
Magai, C., Kerns, M.-D., Consedine, N. S., & Fyffe, D. C. (2003) · Research on Aging · doi:10.1177/0164027502250017 · Cited by 14
Cunha, C., Rodrigues, P., Voss, G., Martínez-Pecino, R., & Matos, A. D. (2024) · Aging Neuropsychology and Cognition · doi:10.1080/13825585.2024.2315769 · Cited by 13
“Additionally, engaging in formal social activities offers older adults meaningful social roles, contributing to their sense of self-usefulness, competence, and self-appraisal (de Leon et al., 1996; Herzog et al., 1998).”
Leaving school without qualifications and mental health problems to age 30
Fergusson, D. M., McLeod, G. F. H., & Horwood, L. J. (2014) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-014-0971-4 · Cited by 13
Teles, S., & Ribeiro, Ó. M. (2019) · Springer eBooks · doi:10.1007/978-3-319-69892-2_748-1 · Cited by 13
Work and mental health: the case of older men living in underprivileged communities in Lebanon
Chaaya, M., Sibai, A. M., Tabbal, N., Chemaitelly, H. S., El-Roueiheb, Z., & Slim, Z. F. N. (2009) · Ageing and Society · doi:10.1017/s0144686x09990171 · Cited by 12
“…various protective behaviours and attitudes, such as mild physical activity (LaCroix et al. 1993), feelings of control (Hayward, Friedman and Chen 1998; Herzog et al. 1998; Krause, Herzog and Baker 1992; Thoits and Hewitt 2001), and work-related social networking (Hayward, Friedman and Chen 1998).”
BackgroundHealthy Ageing and Well-Being at Work
Potočnik, K. (2016) · Palgrave Macmillan UK eBooks · doi:10.1057/978-1-137-46781-2_8 · Cited by 12
Construal of self and Chinese accountants’ aggressive financial reporting judgments
Pan, P., & Patel, C. (2017) · Accounting Auditing & Accountability Journal · doi:10.1108/aaaj-12-2015-2321 · Cited by 13
Zilioli, S., Fritz, H., Tarraf, W., Lawrence, S. A., & Cutchin, M. P. (2019) · Journal of Aging and Health · doi:10.1177/0898264319856481 · Cited by 12
“Furthermore, individuals with lower educational attainment and income report participating in fewer social activities (de Leon, Glass, & Berkman, 2003; Herzog et al., 1998; Vroman, Arthanat, & Lysack, 2015).”
BackgroundDe l'impact de la fragilité sur la vie quotidienne
Bickel, J.-F., & Keciour, M. G. (2004) · Gérontologie et société · doi:10.3917/gs.109.0063 · Cited by 12
Identifying indicators of well‐being for caregivers of children with disabilities
Larson, E. A. (2009) · Occupational Therapy International · doi:10.1002/oti.284 · Cited by 12
Staudinger, U. M. (2005) · Cambridge University Press eBooks · doi:10.1017/cbo9780511610714.023 · Cited by 12
Age differences in memory for emotional messages: Do older people always remember the positive?
Fung, H. H.-L., & Tang, L. Y. T. (2005) · Ageing International · doi:10.1007/s12126-005-1014-y · Cited by 11
“In such a culture, people are likely to be particularly attuned to positive information and find it emotionally meaningful (Frey & Stahlberg, 1986), because they need the information to maintain and enhance their self-esteem ( Herzog et al., 1998 ).”
BackgroundVaillancourt, M.-C., Paiva, A. O., Véronneau, M., & Dishion, T. J. (2018) · The Journal of Early Adolescence · doi:10.1177/0272431618776124 · Cited by 11
Participation in and Benefits of Volunteering Activities Among University Students
Mustafa, S. M. S., Radzi, F. A. M., & Hamzah, K. H. J. K. (2020) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v10-i14/7360 · Cited by 10
Stanley, J. T., Morrison, L. B., Webster, B. A., Turner, J. R., & Richards, C. J. (2019) · Gerontology & Geriatrics Education · doi:10.1080/02701960.2019.1572009 · Cited by 10
“This e ff ect can be further enhanced if the individuals providing the help are used to being the recipients of help because this encourages feelings of competence, control, and self-e ffi cacy (Herzog, Franks, Markus, & Holmberg, 1998).”
BackgroundFried, L. P., & Barron, J. S. (2006) · Springer eBooks · doi:10.1007/0-387-25822-1_9 · Cited by 9
Relationship satisfaction of HIV-positive Ugandan individuals with HIV-negative partners
Pasipanodya, E. C., & Heatherington, L. (2014) · AIDS Care · doi:10.1080/09540121.2014.985181 · Cited by 9
Favorite Activity Interview as a Window into the Identity of People with Parkinson's Disease
DeGroat, E. J., Lyons, K. D., & Tickle‐Degnen, L. (2006) · OTJR Occupational Therapy Journal of Research · doi:10.1177/153944920602600204 · Cited by 9
Ye, J., Wu, Y.-T., Wu, Y.-F., Chen, M., Nong, W., & Lee, Y.-S. (2023) · Current Psychology · doi:10.1007/s12144-023-04954-x · Cited by 8
“While leisure activities are defined as individuals actively pursuing goal setting, interpersonal relationships, learning and personal development associated with leisure activities (Tsaur et al., 2021), it is an activity that people undertake for themselves (Herzog et al., 1998).”
Ê tre actif dans le grand âge : un plus pour le bien-être ?
Bickel, J.-F. (2007) · Retraite et société · doi:10.3917/rs.052.0083 · Cited by 10
Are diabetes-related factors associated with the social roles of elderly patients with diabetes?
Ida, S., Kaneko, R., Imataka, K., Fujiwara, R., & Murata, K. (2020) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2020.107759 · Cited by 8
Personal Meanings of Occupation for Women in Later Life: Two Women Compared
Bonder, B. R., & Martin, L. (2000) · Journal of Women & Aging · doi:10.1300/j074v12n03_11 · Cited by 8
“A possible explanation for the weakness of the research findings is the tendency to establish categories that oversimplify the highly complex nature of activity patterns (cf. Herzog et al., 1998).”
BackgroundSocial Networks, Social Relationships, and Their Effects on the Aging Mind and Brain
Ashida, S., & Schafer, E. J. (2018) · Wiley eBooks · doi:10.1002/9781118772034.ch2 · Cited by 9
A Study on the Determinants on the Aged's Life Satisfaction: Using Decision Tree Model
Park, S. S. (2018) · Journal of Social Science · doi:10.16881/jss.2018.07.29.3.39 · Cited by 7
Diegelmann, M., Wahl, H., Schilling, O. K., Jansen, C.-P., Schnabel, E.-L., & Hauer, K. A. (2018) · European Journal of Ageing · doi:10.1007/s10433-017-0453-0 · Cited by 7
“Additionally, residents may control how often they have contact with whom, which should induce well-being and reduce depressive symptoms (Herzog et al. 1998).”
BackgroundDan v življenju starejših odraslih: kaj jih osrečuje?
Kavčič, T., & Avsec, A. (2018) · Psihološka obzorja · doi:10.20419/2018.27.485 · Cited by 7
The Socialization of Theory of Mind
Lillard, A. S. (2006) · Springer eBooks · doi:10.1007/0-387-24997-4_3 · Cited by 7
Sorting Pictures to Assess Participation in Life Activities
Haley, K. L., Jenkins, K., Hadden, C., Womack, J., Hall, J. W., & Schweiker, C. (2005) · Perspectives on Neurophysiology and Neurogenic Speech and Language Disorders · doi:10.1044/nnsld15.4.11 · Cited by 7
Cultural Perspectives on Personality and Social Psychology
Miller, J. G., & Schaberg, L. (2003) · Wiley eBooks · doi:10.1002/0471264385.wei0502 · Cited by 7
Spanish Validation of the California Older Person's Pleasant Events Schedule (COPPES)
Márquez‐González, M., Losada‐Baltar, A., Rider, K. L., & López‐Pérez, B. (2014) · Clinical Gerontologist · doi:10.1080/07317115.2013.868851 · Cited by 6
Roca, B. R., Tully, M. A., Sansano-Nadal, O., Caserotti, P., Coll‐Planas, L., Figuls, M. R. I., Brønd, J. C., Blackburn, N. E., Wilson, J. J., Rothenbacher, D., et al. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1296821 · Cited by 5
“People with higher levels of education are likely to have more disposable income to spend on leisure time activities, which can positively impact health (62).”
BackgroundThe Effects of Psychosocial Factors on Life Satisfaction of the Oldest Old
Lee, I. (2009) · Korean Journal of Social Welfare · doi:10.20970/kasw.2009.61.1.014 · Cited by 5
Productive Activities and Perceived Well-Being in an African American Older Adult Urban Sample
Moon, H. E. (2012) · Activities Adaptation & Aging · doi:10.1080/01924788.2012.673156 · Cited by 5
“For instance, recent studies on volunteer and leisure activities have shown that participation in such activities is positively related to psychosocial well-being, life satisfaction, and survival (Baker et al., 2005; Herzog et al., 1998; Lampinen, Heikkinen, Kauppinen, & Heikkinen, 2006).”
Background“Zolang ge maar gezond zijt en uwe man nog hebt”
Groof, S. D., & Elchardus, M. (2005) · Tijdschrift voor Gerontologie en Geriatrie · doi:10.1007/bf03074701 · Cited by 5
Art Therapy Impact on Aging Adults’ Quality of Life: Leisure and Learning
Misluk-Gervase, E., & Rush, H. (2022) · Art Therapy · doi:10.1080/07421656.2022.2100688 · Cited by 5
Schwarzer, R., & Koll, N. (2001) · VS Verlag für Sozialwissenschaften eBooks · doi:10.1007/978-3-663-11019-4_3 · Cited by 5
Miller, J. G., & Boyle, J. P. (2012) · Wiley eBooks · doi:10.1002/9781118133880.hop205024 · Cited by 7
Culture and the Self (Implications for Psychological Theory): Cultural Concerns
Miller, J. G. (2001) · Elsevier eBooks · doi:10.1016/b0-08-043076-7/04644-1 · Cited by 5
How Low Socioeconomic Status Hinders Organ Donation: An Extended Self Account
Vieites, Y., & Mittal, C. (2024) · Journal of Consumer Research · doi:10.1093/jcr/ucae062 · Cited by 4
Başarılı Yaşlanma Sürecinde Bazı Kuramsal Yaklaşımlar
Koçak, D. B. (2023) · Türkiye Din Eğitimi Araştırmaları Dergisi · doi:10.53112/tudear.1359721 · Cited by 4
Evaluative Organization of the Self-Concept in Younger, Midlife, and Older Adults
Ready, R. E., Carvalho, J. O., & Åkerstedt, A. M. (2011) · Research on Aging · doi:10.1177/0164027511415244 · Cited by 4
Oh, J.-S. (2019) · Journal of Social Science · doi:10.16881/jss.2019.01.30.1.87 · Cited by 4
Associations of Content Domain-Specific Possible Selves with Adolescent Drinking Behaviors
Wu, Y., & Lee, C. (2022) · The Journal of School Nursing · doi:10.1177/10598405221112695 · Cited by 4
“All descriptors were content coded based on the existing coding scheme (Herzog et al., 1998).”
Sport, Physical Activity, and Aging: Are We on the Right Track?
Carr, K. M., Smith, K. L., Weir, P. L., & Horton, S. (2017) · Palgrave Macmillan UK eBooks · doi:10.1057/978-1-137-48562-5_17 · Cited by 4
Calidad de vida relacionada con salud y redes de apoyo social en adultos mayores chilenos
Palavicino, I. I. V. (2014) · doi:10.14201/gredos.125971 · Cited by 4
Reis, A. L. T. (2011) · Sport Science Review · doi:10.2478/v10237-011-0053-4 · Cited by 3
신수민, & Kim, D. (2013) · Korean Journal of Social Welfare Studies · doi:10.16999/kasws.2013.44.3.57 · Cited by 3
Nishihara, R., Inui, F., Kato, K., et al. (2011) · Psychogeriatrics · doi:10.1111/j.1479-8301.2010.00342.x · Cited by 3
Selective Attention for Emotional Faces in Older Adults
Seongyu, K. O., 이태호, & 강효신 (2009) · The Korean Journal of Clinical Psychology · doi:10.15842/kjcp.2009.28.1.005 · Cited by 3
Het maatschappelijk onbehagen van Vlaamse 75-jarigen
Elchardus, M., & Groof, S. D. (2005) · Tijdschrift voor Sociologie · doi:10.21825/sociologos.86635 · Cited by 3
Chen, A., & Ang, S. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.118831 · Cited by 3
Consumer behavior of the Russians aged 50+: Pilot study
Шерешева, М., Valitova, L. A., & Berezka, S. M. (2017) · Vestnik of Saint Petersburg University Management · doi:10.21638/11701/spbu08.2017.203 · Cited by 2
Choi, M., Sohn, M., 문상식, & Choi, M. (2019) · Osong Public Health and Research Perspectives · doi:10.24171/j.phrp.2019.10.3.05 · Cited by 3
“In the same way, working or having multiple roles in old age, was shown to play an essential role for healthy aging and independence [25,26].”
BackgroundLyons, K. D., Tickle‐Degnen, L., & DeGroat, E. J. (2005) · Clinical Rehabilitation · doi:10.1191/0269215505cr897oa · Cited by 2
Factors Related to Change in Care Requirement in the Elderly over a Three Year Period
Shinohara, R., Sugisawa, Y., & Anme, T. (2007) · Journal of Japan Academy of Nursing Science · doi:10.5630/jans.27.4_14 · Cited by 2
Williamson, G. M., & Shaffer, D. R. (2001) · Cambridge University Press eBooks · doi:10.1017/cbo9780511543579.003 · Cited by 2
Age Differences in Daily Social Activities
Marcum, C. S. (2011) · RAND Corporation eBooks · doi:10.7249/wr904 · Cited by 2
Kulturelle Dimensionen und Subjektives Wohlbefinden im Kulturvergleich
Genkova, P. (2020) · Springer eBooks · doi:10.1007/978-3-658-27825-0_22-1 · Cited by 2
Chou, J. Y., & Brown, C. M. (2002) · Educational Gerontology · doi:10.1080/03601270290099930 · Cited by 2
Teles, S., & Ribeiro, Ó. M. (2021) · Springer eBooks · doi:10.1007/978-3-030-22009-9_748 · Cited by 2
Chronic illness and the older adult
(1998) · Geriatric Nursing · doi:10.1016/s0197-4572(98)90104-5 · Cited by 2
Ding, L., Lu, J., & Ma, X. (2025) · Mass Communication & Society · doi:10.1080/15205436.2025.2546449 · Cited by 2
“Empirical evidence strongly supports activity theory, consistently demonstrating positive associations between activity frequency and well-being in older adults (e.g., Gao et al., 2023; Gibson & Singleton, 2012; Herzog et al., 1998; Lampinen et al., 2006; Menec, 2003).”
Perlmuter, L. C., Dimaculangan, C. M., Seidlarz, M., Singh, S. P., & Gabhart, J. M. (2008) · Experimental Aging Research · doi:10.1080/03610730701876995 · Cited by 1
Lived Experience of Older Learners in an Online University
Lee, E. (2010) · The Journal of the Korea Contents Association · doi:10.5392/jkca.2010.10.8.433 · Cited by 1
Pandemi Süreci ve Yardım Etme Davranışı: Nitel Bir Çalışma (Aksaray İli Polis Memurları Örneği)
Kara, E. (2023) · Journal of Ibn Haldun Studies Ibn Haldun University · doi:10.36657/ihcd.2023.106 · Cited by 1
Gerontology: A Field of Practice
Greene, R. R., & Choi, N. G. (2008) · doi:10.1002/9780470373705.chsw001018 · Cited by 1
Estudio de las funciones ejecutivas en el envejecimiento
Rosa, B. (2013) · Gredos (University of Salamanca) · doi:10.14201/gredos.122993 · Cited by 2
Giarrusso, R., & Bengtson, V. L. (2007) · Elsevier eBooks · doi:10.1016/b0-12-370870-2/00165-7 · Cited by 1
Ying, C. Y. K. (2007) · Digital Commons - Lingnan (Lingnan University) · doi:10.14793/soc_etd.11
La inteligencia emocional y la depresión en el proceso adaptativo del anciano
Fernández, C. V. (2011) · doi:10.14201/gredos.115617
Baum, C. M., Carey, L. M., & Polatajko, H. J. (2020) · Springer eBooks · doi:10.1007/978-3-030-39903-0_905
Trabalho voluntario e envelhecimento
Lopes, A. C. (2006) · doi:10.47749/t/unicamp.2006.386065 · Cited by 1
Kulturelle Dimensionen und Subjektives Wohlbefinden im Kulturvergleich
Genkova, P. (2021) · Springer eBooks · doi:10.1007/978-3-658-27789-5_22
Baum, C. M., Carey, L. M., & Polatajko, H. J. (2016) · Springer eBooks · doi:10.1007/978-1-4614-6439-6_905-2
Baum, C. M., Carey, L. M., & Polatajko, H. J. (2019) · Springer eBooks · doi:10.1007/978-1-4614-6439-6_905-3
Using Control Theory and Self-Esteem to Explain Older Consumers’ Low Use of the Internet
Thanasrivanitchai, J., Shannon, R. M., & Moschis, G. P. (2022) · Portland International Conference on Management of Engineering and Technology (PICMET) · doi:10.23919/picmet53225.2022.9882696
“Self-esteem is related to social participation [31].”
Boobalakrishnan, N. (2023) · Media Watch · doi:10.1177/09760911231214151
“The prevalence of these activities among older people improves physical health and lessens the risk of depression (Herzog et al., 1998).”
BackgroundYokoi, K., Miyai, N., Sakaguchi, M., et al. (2025) · Medicine · doi:10.1097/md.0000000000046764
“[32] Leisure time may be a protective factor for CVD, [7] but productive work may be both a risk and protective factor.”
Kulturelle Dimensionen und subjektives Wohlbefinden im Kulturvergleich
Genkova, P. (2012) · Springer eBooks · doi:10.1007/978-3-531-93449-5_19
Metadata
- Authors
- Herzog, A. R., Franks, M. M., Markus, H. R., & Holmberg, D.
- Affiliations
- University of Michigan (US)
- Venue
- Psychology and Aging
- Published
- 1998
- Volume
- 13
- Issue
- 2
- Pages
- 179-185
- ISSN
- 0882-7974 (ISSN-L)
- 1939-1498
- OpenAlex
- W1988126721
- Cited by
- 248
- References
- 0
- Citations by year
- 2026: 1 · 2025: 5 · 2024: 5 · 2023: 5 · 2022: 4 · 2021: 6 · 2020: 5 · 2019: 6 · 2018: 11 · 2017: 8 · 2016: 15 · 2015: 10 · 2014: 12 · 2013: 10 · 2012: 14
- FWCI
- 10.50
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychology and Aging (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (5r01ag008279-03)
- National Institute on Aging (R01 AG08279)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Aging and Gerontology Research
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Aging, Health, and Disability
- Social Sciences › Business, Management and Accounting › Tourism, Leisure and Hospitality Management › Recreation, Leisure, Wilderness Management
- Keywords
- older adults, leisure, productive activities, well-being, self-concept, social self, educational attainment, socioeconomic status, physical health, depression, mediation
- MeSH terms
- Activities of Daily Living, Aged, Aged, 80 and over, Cross-Sectional Studies, Depression, Educational Status, Female, Health Status, Health Surveys, Humans, Human Activities, Leisure Activities, Male, Mental Health, Michigan, Models, Psychological, Self Concept, Social Identification, Urban Health, Causality, Likelihood Functions, Databases, Factual
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