The DOI matches its Crossref record; 39 of the 39 references it cites were found in a registry or an index.
Implicit theories, attributions, and coping: A meaning system approach.
Abstract
This research sought to integrate C. S. Dweck and E. L. Leggett's (1988) model with attribution theory. Three studies tested the hypothesis that theories of intelligence—the belief that intelligence is malleable (incremental theory) versus fixed (entity theory)—would predict (and create) effort versus ability attributions, which would then mediate mastery-oriented coping. Study 1 revealed that, when given negative feedback, incremental theorists were more likely than entity theorists to attribute to effort. Studies 2 and 3 showed that incremental theorists were more likely than entity theorists to take remedial action if performance was unsatisfactory. Study 3, in which an entity or incremental theory was induced, showed that incremental theorists' remedial action was mediated by their effort attributions. These results suggest that implicit theories create the meaning framework in which attributions occur and are important for understanding motivation.
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
“This scale has construct validity and internal consistency [59, 60] and comprises three items (e.g., “You have a certain amount of intelligence and you really can’t do much to change it”).”
Citations
Cites
Society and the Adolescent Self-Image
Rosenberg, M. (1965) · doi:10.1515/9781400876136 · Cited by 30,126
A social-cognitive approach to motivation and personality.
Dweck, C. S., & Leggett, E. L. (1988) · Psychological Review · doi:10.1037/0033-295x.95.2.256 · Cited by 9,745
Self-citationLearned helplessness in humans: Critique and reformulation.
Abramson, L. Y., Seligman, M. E., & Teasdale, J. D. (1978) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.87.1.49 · Cited by 7,121
Helplessness: On Depression, Development, and Death
Seligman, M. E. P. (1975) · CERN Document Server (European Organization for Nuclear Research) · Cited by 6,181
The antecedents of self-esteem
Coopersmith, S. (1965) · Medical Entomology and Zoology · Cited by 4,649
Self-monitoring of expressive behavior.
Snyder, M. (1974) · Journal of Personality and Social Psychology · doi:10.1037/h0037039 · Cited by 3,525
Goals: An approach to motivation and achievement.
Elliott, E. S., & Dweck, C. S. (1988) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.54.1.5 · Cited by 3,098
Self-citationTwo-component models of socially desirable responding.
Paulhus, D. L. (1984) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.46.3.598 · Cited by 3,013
Implicit Theories and Their Role in Judgments and Reactions: A Word From Two Perspectives
Dweck, C., Chiu, C.-Y., & Hong, Y.-Y. (1995) · Psychological Inquiry · doi:10.1207/s15327965pli0604_1 · Cited by 2,540
Self-citationA theory of motivation for some classroom experiences
Weiner, B. (1979) · Journal of Educational Psychology · doi:10.1037/0022-0663.71.1.3 · Cited by 2,453
Cited by
Sorted by citations
Items 601–700 of 1,001
Lay perspectives on emotion: past, present, and future research directions
Kneeland, E. T., & Kisley, M. A. (2023) · Motivation and Emotion · doi:10.1007/s11031-023-10015-4 · Cited by 18
An implicit measure of growth mindset uniquely predicts post-failure learning behavior
Sik, K., Cummins, J. D., & Job, V. (2024) · Scientific Reports · doi:10.1038/s41598-024-52916-5 · Cited by 17
Woodcock, S., & Jiang, H. (2016) · Journal of Learning Disabilities · doi:10.1177/0022219416664865 · Cited by 15
Dockter, D., Uvarov, C., Guzman-Alvarez, A., & Molinaro, M. (2017) · ACS Symposium Series · doi:10.1021/bk-2017-1261.ch002 · Cited by 15
The Effect of Malleability Beliefs and Emotions on Legal Decision Making
Saks, D. W., Peleg‐Koriat, I., & Halperin, E. (2019) · Justice System Journal · doi:10.1080/0098261x.2019.1590264 · Cited by 16
Gutshall, C. A. (2020) · European Journal of Psychology and Educational Research · doi:10.12973/ejper.3.1.39 · Cited by 15
Miele, D. B., Browman, A. S., Shen, C., Vasilyeva, M., & Tyumeneva, Y. A. (2020) · The Journal of Experimental Education · doi:10.1080/00220973.2020.1799312 · Cited by 21
Implicit Theories of Mental Skills Abilities in Collegiate Athletes
Shaffer, C. T., Tenenbaum, G., & Eklund, R. C. (2015) · Journal of Applied Sport Psychology · doi:10.1080/10413200.2015.1044136 · Cited by 17
Nakash, O., Saguy, T., & Levav, I. (2012) · PubMed · Cited by 15
Innovativeness of Staff in Higher Education - Do Implicit Theories and Goal Orientations Matter?
Aldahdouh, T. Z., Nokelainen, P., & Korhonen, V. A. (2018) · International Journal of Higher Education · doi:10.5430/ijhe.v7n2p43 · Cited by 16
Faber, G., Drexler, H., Stappert, A., & Eichhorn, J. (2018) · International Journal of Educational Psychology · doi:10.17583/ijep.2018.3340 · Cited by 16
Individual differences in response to attributional praise in an online learning environment
Zhao, Q., & Huang, X. (2019) · Educational Technology Research and Development · doi:10.1007/s11423-019-09720-0 · Cited by 15
Stockinger, K., Dresel, M., Dickhäuser, O., & Daumiller, M. H. (2021) · Educational Psychology · doi:10.1080/01443410.2021.1937575 · Cited by 15
Implicit Theories of Intelligence
Martin, A. J., Bostwick, K. C. P., Collie, R. J., & Tarbetsky, A. L. (2016) · Springer eBooks · doi:10.1007/978-3-319-28099-8_980-1 · Cited by 15
(2008) · ProQuest Demo Repository · Cited by 15
Liang, H., & Wu, S. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1653578 · Cited by 16
Work with me or work for me: The effect of brand roles depends on implicit theories of self‐change
Rai, D., Lin, C.-W. W., Yang, C., & Clair, J. K. S. (2023) · Journal of Consumer Psychology · doi:10.1002/jcpy.1374 · Cited by 15
Personal Growth in Organizations: A Review and Integrative Theoretical Framework
Ganti, M., Ashford, S. J., & Cormier, G. (2024) · Academy of Management Annals · doi:10.5465/annals.2023.0073 · Cited by 16
Are Implicit Theories of Creativity Domain Specific? Evidence and Implications
Hass, R. W., Reiter‐Palmon, R., & Katz-Buonincontro, J. L. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-809790-8.00012-1 · Cited by 18
Social dominance orientation moderates the effectiveness of mindset messages
Hoyt, C. L., Forsyth, R. B., & Burnette, J. L. (2018) · British Journal of Social Psychology · doi:10.1111/bjso.12238 · Cited by 14
Hart, W., Tortoriello, G. K., Richardson, K., & Breeden, C. J. (2019) · Personality and Individual Differences · doi:10.1016/j.paid.2019.109560 · Cited by 14
The Discrepancy of Parents’ Theories of Intelligence and Parental Involvement
Jiang, K., Liu, J., Liu, C., Guo, X., Zhou, H., Lv, B., Liu, Z., & Luo, L. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01231 · Cited by 17
The roles of generic and domain-specific mindsets in learning graphic design principles
Cutumisu, M., & Lou, N. M. (2020) · Interactive Learning Environments · doi:10.1080/10494820.2020.1857787 · Cited by 15
Arens, A. K., & Watermann, R. (2021) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2020.101941 · Cited by 18
Xie, J., Xu, J., Wei, T., Gallo, K., Giles, M. E., Zhan, Y., Zeng, Y., Huang, X., & Liu, X. (2021) · Adult Learning · doi:10.1177/1045159520987304 · Cited by 16
The relation between implicit theories of personality and forgiveness
NG, A. S., & Tong, E. M. W. (2012) · Personal Relationships · doi:10.1111/j.1475-6811.2012.01419.x · Cited by 15
The relevance of parents’ beliefs for their involvement in children’s school life
Bubić, A., & Tošić, A. (2016) · Educational Studies · doi:10.1080/03055698.2016.1230049 · Cited by 19
An Initial Exploration of Students’ Mindsets, Attitudes, and Beliefs About Public Speaking
Stewart, C. O., McConnell, J. R., Stallings, L. A., & Roscoe, R. D. (2017) · Communication Research Reports · doi:10.1080/08824096.2016.1270821 · Cited by 14
Social identity, stereotype threat, and self-theories
Good, C., Dweck, C. S., & Aronson, J. M. (2007) · Cited by 14
Self-citationIntelligence as a Malleable Construct
Blackwell, L. S., Rodríguez, S., & Guerra-Carrillo, B. (2014) · Springer eBooks · doi:10.1007/978-1-4939-1562-0_18 · Cited by 19
Inbar-Furst, H., & Gumpel, T. P. (2015) · Psychology in the Schools · doi:10.1002/pits.21868 · Cited by 14
Guo, T. (2015) · New Directions for Teaching and Learning · doi:10.1002/tl.20127 · Cited by 15
Sutantoputri, N. W., & Watt, H. M. G. (2012) · International Journal of Higher Education · doi:10.5430/ijhe.v2n1p12 · Cited by 16
Psychological mindsets affect consumption: How different mindsets help (hurt) portion control
Rucker, D. D., & He, S. (2016) · Appetite · doi:10.1016/j.appet.2016.01.005 · Cited by 15
Incremental Beliefs About Ability Ameliorate Self-Doubt Effects
Zhao, Q., & Wichman, A. L. (2015) · SAGE Open · doi:10.1177/2158244015622539 · Cited by 14
Shen, C., Miele, D. B., & Vasilyeva, M. (2016) · Psychology in Russia State of Art · doi:10.11621/pir.2016.0303 · Cited by 20
Conceptions of Ability Influence the Learning of a Dance Pirouette in Children
Harter, N. M., Cardozo, P. L., & Chiviacowsky, S. (2019) · Journal of Dance Medicine & Science · doi:10.12678/1089-313x.23.4.167 · Cited by 15
Yang, W., & Xu, S. (2022) · Journal of Pacific Rim Psychology · doi:10.1177/18344909221113642 · Cited by 13
Lin, S., & Muenks, K. M. (2025) · Social Psychology of Education · doi:10.1007/s11218-024-09968-2 · Cited by 14
Language Mindsets: A Systematic Review
Oruç, E. (2025) · European Journal of Education · doi:10.1111/ejed.70124 · Cited by 15
Kong, D. T., & Jolly, P. M. (2018) · Journal of Business and Psychology · doi:10.1007/s10869-018-9606-1 · Cited by 15
Understanding Infidelity Forgiveness: An Application of Implicit Theories of Relationships
Thompson, A. E., Capesius, D., Kulibert, D., & Doyle, R. A. (2020) · Journal of Relationships Research · doi:10.1017/jrr.2019.21 · Cited by 13
Development and validation of the English version of the Moral Growth Mindset measure
Han, H., Dawson, K. J., Choi, Y. R., Choi, Y., & Glenn, A. L. (2020) · F1000Research · doi:10.12688/f1000research.23160.3 · Cited by 13
The impact of implicit theories of personality malleability on opportunistic financial reporting
Desai, N. K., Jain, S. P., Jain, S. P., & Tripathy, A. (2020) · Journal of Business Research · doi:10.1016/j.jbusres.2020.05.043 · Cited by 16
Autonomy matters: Influences of causality orientations on Chinese adolescents’ growth mindset
Zhao, Y., Huang, Z., Wu, Y., & Peng, K. (2023) · Journal of Pacific Rim Psychology · doi:10.1177/18344909231157466 · Cited by 13
The transforming power of self-forgiveness in the aftermath of wrongdoing
Ong, M. (2023) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2023.104237 · Cited by 14
Ozturk, E., Zhao, M., Joy, A., Marlow, C. S., Law, F., Deutsch, A. R., Mathews, C. J., Hoffman, A. J., McGuire, L., Winterbottom, M., et al. (2024) · PLoS ONE · doi:10.1371/journal.pone.0294276 · Cited by 15
Why go to school? Student, parent and teacher beliefs about the purposes of schooling
Widdowson, D., Dixon, R., Peterson, E. R., Rubie-Davies, C. M., & Irving, S. E. (2014) · Asia Pacific Journal of Education · doi:10.1080/02188791.2013.876973 · Cited by 13
Motivation in Sport: Bridging Historical and Contemporary Theory through a Qualitative Approach
Leidl, D. (2009) · International Journal of Sports Science & Coaching · doi:10.1260/174795409788549517 · Cited by 13
Epistemic Cognition and Motivation
Chen, J., & Barger, M. M. (2016) · W&M Publish (College of William & Mary) · doi:10.4324/9781315795225.ch26 · Cited by 13
Ward, C. L. P., & Wilson, A. E. (2015) · Personality and Social Psychology Bulletin · doi:10.1177/0146167215591571 · Cited by 14
Li, W., Lee, A. M., & Solmon, M. A. (2008) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2008.10599460 · Cited by 13
Participants' Theories of Intelligence and Pursuit of Nonconscious Goals
Oikawa, M. (2005) · The Japanese Journal of Educational Psychology · doi:10.5926/jjep1953.53.1_14 · Cited by 13
Validation of Instruments for Measuring Affective Outcomes in Gifted Education
Callahan, C. M., Azano, A. P., Park, S., Brodersen, A. V., Caughey, M., Bass, E. L., & Amspaugh, C. M. (2020) · Journal of Advanced Academics · doi:10.1177/1932202x20929963 · Cited by 13
Attributional theory of leadership: a model of functional attributions and behaviors
Lakshman, C. (2008) · Leadership & Organization Development Journal · doi:10.1108/01437730810876131 · Cited by 13
Tong, Y., & Chiu, C. (2002) · Personality and Social Psychology Bulletin · doi:10.1177/014616702237579 · Cited by 13
Self-citationSelf-efficacy, implicit theory of intelligence, goal orientation and the ninth grade experience
McWilliams, E. (2014) · doi:10.17760/d20128412 · Cited by 13
Gál, É., Tóth‐Király, I., Szamosközi, I., & Orosz, G. (2020) · Journal of College Student Retention Research Theory & Practice · doi:10.1177/1521025120961322 · Cited by 12
The role of avoidance in understanding emotional dysfunction associated with a fixed emotion mindset
Schell, V., France, K. D., Lin, L. E., & Hollenstein, T. (2022) · Personality and Individual Differences · doi:10.1016/j.paid.2022.111945 · Cited by 12
Growth mindset of meaning in Life: Viewing meaning in life as malleable matters
Huang, Z., Wu, Y., Zhao, Y., & Peng, K. (2023) · Journal of Pacific Rim Psychology · doi:10.1177/18344909231166758 · Cited by 12
Opting Out as an Untapped Resource in Instructional Design: Review and Implications
Sidi, Y., & Ackerman, R. (2024) · Educational Psychology Review · doi:10.1007/s10648-024-09879-w · Cited by 13
Yuan, R., Peng, W., & Jiang, J. (2024) · Psychology Research and Behavior Management · doi:10.2147/prbm.s468490 · Cited by 12
A single‐session growth mindset intervention among Chinese junior secondary school students
Cheng, Y., Zhao, S., Jin, L., Wang, Y., & Lin, D. (2024) · Applied Psychology Health and Well-Being · doi:10.1111/aphw.12596 · Cited by 13
Self-citationPlatte, D., Xu, K. M., & de Groot, R. H. M. (2025) · Education Sciences · doi:10.3390/educsci15030327 · Cited by 16
Alatorre, A. I., DePaola, R. V., & Haeffel, G. J. (2019) · Learning and Individual Differences · doi:10.1016/j.lindif.2019.101811 · Cited by 13
Zhao, Q., Gong, L., & Chen, T. (2021) · Social Psychology of Education · doi:10.1007/s11218-021-09671-6 · Cited by 14
Meta-Therapy Applications for the Voice Evaluation
Petty, B. E., Gillespie, A. I., & van Leer, E. (2022) · Perspectives of the ASHA Special Interest Groups · doi:10.1044/2022_persp-22-00092 · Cited by 12
The trouble with talent: Semantic ambiguity in the workplace
Southwick, D. A., Liu, Z. V., Baldwin, C. R., Quirk, A., Ungar, L., Tsay, C., & Duckworth, A. L. (2023) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2022.104223 · Cited by 16
Zhao, Q., Zhang, J., & Vance, K. (2012) · Learning and Individual Differences · doi:10.1016/j.lindif.2012.07.019 · Cited by 13
Case-based modeling for learning: socially constructed skill development
Lyons, P. R., & Bandura, R. P. (2017) · Education + Training · doi:10.1108/et-06-2017-0080 · Cited by 14
Predicting gainful learning in Higher Education; a goal-orientation approach
Forsythe, A., & Jellicoe, M. (2018) · Higher Education Pedagogies · doi:10.1080/23752696.2018.1435298 · Cited by 15
Salmon, M. M., Kim, H. S. A., & Wohl, M. J. A. (2018) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.2018.37.6.405 · Cited by 15
Warren, F., Mason‐Apps, E., Hoskins, S., Devonshire, V., & Chanvin, M. (2019) · British Educational Research Journal · doi:10.1002/berj.3523 · Cited by 18
Students’ Beliefs About the Nature of Intelligence (Mindset)
de Kraker-Pauw, E., van Wesel, F., Krabbendam, L., & van Atteveldt, N. (2020) · Journal of Adolescent Research · doi:10.1177/0743558420967113 · Cited by 12
Teachers’ Implicit Theories of Professional Abilities in the Domain of School Improvement
Rechsteiner, B., Compagnoni, M., Wullschleger, A., & Merki, K. M. (2021) · Frontiers in Education · doi:10.3389/feduc.2021.635473 · Cited by 13
O’Keefe, P. A. (2013) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199794003.003.0008 · Cited by 14
Rangel, J. G. C., King, M., & Müldner, K. (2020) · ACM Transactions on Computing Education · doi:10.1145/3377427 · Cited by 13
Li, Y., Halleck, T. Q., Evans, L. G., Bassuk, P. B., de la Paz, L., & Demir‐Lira, Ö. E. (2024) · Developmental Science · doi:10.1111/desc.13541 · Cited by 11
Mathematical imagination, knowledge and mindset
Irakleous, P., Christou, C., & Pitta‐Pantazi, D. (2021) · ZDM · doi:10.1007/s11858-021-01311-9 · Cited by 11
Madan, S., Savani, K., & Johar, G. V. (2022) · Journal of Personality and Social Psychology · doi:10.1037/pspa0000307 · Cited by 11
Competition, subjective feedback, and gender gaps in performance
Lovász, A., Bat-Erdene, B., Cukrowska‐Torzewska, E., Rigó, M., & Szabó‐Morvai, Á. (2022) · Journal of Behavioral and Experimental Economics · doi:10.1016/j.socec.2022.101954 · Cited by 11
Orosz, G., Evans, K. M., Török, L., Bőthe, B., Tóth‐Király, I., Sik, K., & Gál, É. (2023) · Mindfulness · doi:10.1007/s12671-023-02117-4 · Cited by 14
Human-robot swarm interaction: coordinated role of human mind mindsets and robot group entitativity
Dang, J., & Liu, L. (2023) · Behaviour and Information Technology · doi:10.1080/0144929x.2023.2207668 · Cited by 12
Implicit theories moderate the relation of positive future fantasies to academic outcomes
Kappes, H. B., Stephens, E. J., & Oettingen, G. (2011) · Journal of Research in Personality · doi:10.1016/j.jrp.2011.02.006 · Cited by 13
Forsythe, A. (2017) · Cogent Psychology · doi:10.1080/23311908.2017.1385131 · Cited by 11
Individual differences in students’ effort source beliefs predict their judgments of ability.
Miele, D. B., Browman, A. S., & Vasilyeva, M. (2019) · Motivation Science · doi:10.1037/mot0000124 · Cited by 11
Parent, M. C., & Alquist, J. L. (2015) · Health Education & Behavior · doi:10.1177/1090198115602266 · Cited by 11
Consumers’ Views of F eng S hui: Antecedents and Behavioral Consequences
Luk, C., Wan, W. W. N., Chow, R. P. M., Chow, C. W. C., Fam, K., Wu, P., & Kim, S. (2012) · Psychology and Marketing · doi:10.1002/mar.20537 · Cited by 11
Self-citationSekaquaptewa, D. (2011) · Psychological Inquiry · doi:10.1080/1047840x.2011.624979 · Cited by 11
Wang, J., & Koh, M. (2006) · NIE Digital Repository (National Institute of Education, Nanyang Technological University) · Cited by 11
Implicit Theories About Willpower
Job, V. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-801850-7.00011-1 · Cited by 12
The Grad Cohort Workshop: Evaluating an Intervention to Retain Women Graduate Students in Computing
Stout, J. G., Tamer, B., Wright, H. M., Clarke, L. A., Dwarkadas, S., & Howard, A. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.02071 · Cited by 11
Witherspoon, E. B., & Schunn, C. D. (2021) · Journal of Research in Science Teaching · doi:10.1002/tea.21741 · Cited by 11
Bereczki, E. O., & Nagy, P. (2023) · The Journal of Creative Behavior · doi:10.1002/jocb.599 · Cited by 10
The Turkish Adaptation of Implicit Theory of Intelligence Scale: The Validity and Reliability Study
Ilhan, M., & Çetin, B. (2013) · Necatibey Eğitim Fakültesi Elektronik Fen ve Matematik Eğitimi Dergisi · doi:10.12973/nefmed159 · Cited by 10
Atwood, J. R. (2010) · The International Journal of Sport and Society · doi:10.18848/2152-7857/cgp/v01i04/54051 · Cited by 11
Shifting Beliefs in Computer Science: Change in CS Student Mindsets
Flanigan, A. E., Peteranetz, M. S., Shell, D. F., & Soh, L. (2022) · ACM Transactions on Computing Education · doi:10.1145/3471574 · Cited by 10
The role of consumer mindsets to reduce health‐related stress
Hong, J., Ahn, S. Y., Camp, K. M., & James, K. W. (2022) · Journal of Consumer Behaviour · doi:10.1002/cb.2036 · Cited by 11
Xia, R., Zhang, P., Liu, R., Xue, J., Zhu, H., Guo, G., Zhang, M., & Liu, Y. (2022) · Journal of Pacific Rim Psychology · doi:10.1177/18344909221142368 · Cited by 13
Metadata
- Authors
- Hong, Y.-Y., Chiu, C.-Y., Dweck, C. S., Lin, D. M.-S., & Wan, W.
- Affiliations
- Hong Kong University of Science and Technology (HK)
- Venue
- Journal of Personality and Social Psychology
- Published
- 1999
- Volume
- 77
- Issue
- 3
- Pages
- 588-599
- ISSN
- 0022-3514 (ISSN-L)
- 1939-1315
- OpenAlex
- W1973019568
- Cited by
- 1,358
- References
- 38
- Citations by year
- 2026: 46 · 2025: 67 · 2024: 88 · 2023: 86 · 2022: 87 · 2021: 82 · 2020: 96 · 2019: 85 · 2018: 75 · 2017: 75 · 2016: 80 · 2015: 59 · 2014: 52 · 2013: 60 · 2012: 56
- FWCI
- 18.21
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Personality and Social Psychology (publishedVersion)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Education, Achievement, and Giftedness
- Social Sciences › Psychology › Social Psychology › Grit, Self-Efficacy, and Motivation
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Keywords
- implicit theories of intelligence, incremental theory, entity theory, attribution theory, effort attribution, ability attribution, meaning systems, motivation, negative feedback, remedial measures
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