The DOI matches its Crossref record; 68 of the 70 references it cites were found in a registry or an index.
Teachers’ Sensemaking of Data and Implications for Equity
Abstract
This article examines an understudied aspect of teachers’ sensemaking of student learning data: the way in which teachers explain the causes of the outcomes observed in data. Drawing on sensemaking and attribution theory and data collected in six middle schools, we find that while teachers most often attributed outcomes to their own instruction, they also frequently focused on supposedly stable student characteristics. By citing these characteristics as explanations for the results analyzed, teachers may have inhibited reflection on their practice and reinforced low expectations for English language learners (ELLs) and students in special education. These findings yield implications for (a) the effectiveness of data use reforms and (b) equity in the education of ELLs and students in special education.
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
“Sense-making is not a straightforward or exclusively rational process (Bertrand and Marsh 2015; Kahneman and Frederick 2005).”
From Data-based decision-making for school improvement: Research insights and gaps (2019) · cites this paper as Bertrand and Marsh 2015
Citations
Cites
Qualitative Data Analysis: An Expanded Sourcebook
(1994) · Journal of Environmental Psychology · doi:10.1016/s0272-4944(05)80231-2 · Cited by 48,420
Gioia, D. A., Mehra, A., & Weick, K. E. (1996) · Academy of Management Review · doi:10.2307/259169 · Cited by 15,616
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
Organizing and the process of sensemaking
Weick, K. E., Sutcliffe, K. M., & Obstfeld, D. (2005) · Organization Science · doi:10.1287/orsc.1050.0133 · Cited by 6,943
Handbook of Qualitative Research
Londoño Fernández, J. L. (1994) · Journal of Environmental Psychology · doi:10.1016/s0272-4944(05)80230-0 · Cited by 5,754
Achievement motivation: Conceptions of ability, subjective experience, task choice, and performance.
Nicholls, J. G. (1984) · Psychological Review · doi:10.1037/0033-295x.91.3.328 · Cited by 4,161
Social Construction of Target Populations: Implications for Politics and Policy
Schneider, A. L., & Ingram, H. (1993) · American Political Science Review · doi:10.2307/2939044 · Cited by 2,827
Education Policy Analysis Archives
(2015) · Education Policy Analysis Archives · doi:10.14507/epaa · Cited by 2,248
Qualitative research for education
Bogdan, R. (1981) · Cited by 2,246
Policy Implementation and Cognition: Reframing and Refocusing Implementation Research
Spillane, J. P., Reiser, B. J., & Reimer, T. (2002) · Review of Educational Research · doi:10.3102/00346543072003387 · Cited by 2,127
Research works printed but not linked: 3
- Duncan A., 2010, Paper presented at the STATS-DC 2010 National Center for Education Statistics Data Conference
- Jimenez R. M., 2012, Teacher Education and Practice, 25, 569
- Strauss S., 2001, Understanding and teaching the intuitive mind: Student and teacher learning, 215
Cited by
Sorted by citations
Data-based decision-making for school improvement: Research insights and gaps
Schildkamp, K. (2019) · Educational Research · doi:10.1080/00131881.2019.1625716 · Cited by 347
Misconceptions about data-based decision making in education: An exploration of the literature
Mandinach, E. B., & Schildkamp, K. (2021) · Studies in Educational Evaluation · doi:10.1016/j.stueduc.2020.100842 · Cited by 209
Opening or closing doors for students? Equity and data use in schools
Datnow, A., & Park, V. (2018) · Journal of Educational Change · doi:10.1007/s10833-018-9323-6 · Cited by 139
A Systematic Review of Teachers’ Causal Attributions: Prevalence, Correlates, and Consequences
Wang, H., & Hall, N. C. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02305 · Cited by 123
Classroom Assessment to Support Teaching and Learning
Shepard, L. A. (2019) · The Annals of the American Academy of Political and Social Science · doi:10.1177/0002716219843818 · Cited by 161
Prenger, R., & Schildkamp, K. (2018) · Educational Psychology · doi:10.1080/01443410.2018.1426834 · Cited by 101
Grooms, A. A., & Childs, J. (2021) · Journal of Education for Students Placed at Risk (JESPAR) · doi:10.1080/10824669.2021.1906251 · Cited by 99
Bridwell-Mitchell, E. N., & Sherer, D. (2016) · Educational Evaluation and Policy Analysis · doi:10.3102/0162373716677567 · Cited by 102
Classroom Assessment and Educational Measurement
Brookhart, S. M., & McMillan, J. H. (2019) · Routledge eBooks · doi:10.4324/9780429507533 · Cited by 103
How Do Teachers Make Sense of Data in the Context of High-Stakes Decision Making?
Vanlommel, K., & Schildkamp, K. (2019) · American Educational Research Journal · doi:10.3102/0002831218803891 · Cited by 79
Hearts and Minds First: Institutional Logics in Pursuit of Educational Equity
Ishimaru, A. M., & Galloway, M. K. (2020) · Educational Administration Quarterly · doi:10.1177/0013161x20947459 · Cited by 88
Data literacy training and use for educational professionals
Henderson, J., & Corry, M. (2021) · Journal of Research in Innovative Teaching & Learning · doi:10.1108/jrit-11-2019-0074 · Cited by 107
Farrell, C. C., & Marsh, J. A. (2016) · Teaching and Teacher Education · doi:10.1016/j.tate.2016.07.010 · Cited by 84
Self-citationBae, C. L. L., Hayes, K. N., Seitz, J. C., O’Connor, D., & DiStefano, R. (2016) · Teaching and Teacher Education · doi:10.1016/j.tate.2016.08.016 · Cited by 76
Leading Data Conversation Moves: Toward Data-Informed Leadership for Equity and Learning
Park, V. (2018) · Educational Administration Quarterly · doi:10.1177/0013161x18769050 · Cited by 81
Teachers interpreting data for instructional decisions: where does equity come in?
Garner, B., Thorne, J. K., & Horn, I. S. (2017) · Journal of Educational Administration · doi:10.1108/jea-09-2016-0106 · Cited by 64
Leading Equity Teams: The Role of Formal Leaders in Building Organizational Capacity for Equity
Galloway, M. K., & Ishimaru, A. M. (2019) · Journal of Education for Students Placed at Risk (JESPAR) · doi:10.1080/10824669.2019.1699413 · Cited by 76
Metrics Matter: How Properties and Perceptions of Data Shape Teachers’ Instructional Responses
Farrell, C. C., & Marsh, J. A. (2016) · Educational Administration Quarterly · doi:10.1177/0013161x16638429 · Cited by 54
Self-citationReinhorn, S. K., Johnson, S. M., & Simon, N. S. (2017) · Educational Evaluation and Policy Analysis · doi:10.3102/0162373717690605 · Cited by 54
Teachers as Curriculum Designers: Inviting Teachers into the Productive Struggle
Trinter, C. P., & Hughes, H. E. (2021) · RMLE Online · doi:10.1080/19404476.2021.1878417 · Cited by 45
Gasse, R. V., Vanlommel, K., Vanhoof, J., & Petegem, P. V. (2016) · Teaching and Teacher Education · doi:10.1016/j.tate.2016.07.004 · Cited by 44
Teacher Talk about Student Ability and Achievement in the Era of Data-Driven Decision Making
Datnow, A., Choi, B., Park, V., & John, E. S. (2018) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811812000408 · Cited by 43
Michos, K., Schmitz, M.-L., & Petko, D. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11772-y · Cited by 39
Data use for equity?: How data practices incite deficit thinking in schools
Lasater, K., Bengtson, E., & Albiladi, W. S. (2020) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2020.100845 · Cited by 51
Dabach, D. B., Suárez‐Orozco, C., Hernández, S. J., & Brooks, M. D. (2017) · Journal of Latinos and Education · doi:10.1080/15348431.2017.1281809 · Cited by 41
Data use for equity: implications for teaching, leadership, and policy
Datnow, A., Greene, J. C., & Gannon-Slater, N. (2017) · Journal of Educational Administration · doi:10.1108/jea-04-2017-0040 · Cited by 36
Cognitive, educational and psychological determinants of prospective preschool teachers’ beliefs
Blömeke, S., Dunekacke, S., & Jenßen, L. (2017) · European Early Childhood Education Research Journal · doi:10.1080/1350293x.2017.1380885 · Cited by 40
Jabbar, H., Daramola, E. J., Marsh, J. A., Enoch-Stevens, T., Alonso, J., & Allbright, T. N. (2022) · American Journal of Education · doi:10.1086/719159 · Cited by 33
Self-citationVanlommel, K., Gasse, R. V., Vanhoof, J., & Petegem, P. V. (2018) · Teaching and Teacher Education · doi:10.1016/j.tate.2017.12.011 · Cited by 33
How data-driven reform can drive deficit thinking
Bertrand, M., & Marsh, J. A. (2021) · Phi Delta Kappan · doi:10.1177/00317217211013936 · Cited by 45
Self-citationStudent Feedback on Teaching in Schools
Rollett, W., Bijlsma, H. J. E., & Röhl, S. (2021) · Springer eBooks · doi:10.1007/978-3-030-75150-0 · Cited by 48
Building Pre-service Teacher Capacity to Use External Assessment Data: An Intervention Study
Reeves, T. D., & Chiang, J.-L. (2017) · The Teacher Educator · doi:10.1080/08878730.2016.1273420 · Cited by 30
Advancing equity in accountability and organizational cultures of data use
Gannon-Slater, N., Londe, P. G. L., Crenshaw, H. L., Evans, M. E., Greene, J. C., & Schwandt, T. A. (2017) · Journal of Educational Administration · doi:10.1108/jea-09-2016-0108 · Cited by 35
Professional Development in the Use of Data: From Data to Knowledge in Data Teams
Schildkamp, K., Smit, M., & Blossing, U. (2019) · Scandinavian Journal of Educational Research · doi:10.1080/00313831.2017.1376350 · Cited by 31
The Data Culture Continuum: An Examination of School Data Cultures
Lasater, K., Albiladi, W. S., Davis, W. S., & Bengtson, E. (2019) · Educational Administration Quarterly · doi:10.1177/0013161x19873034 · Cited by 34
Röhl, S., Bijlsma, H. J. E., & Schwichow, M. (2025) · Educational Assessment Evaluation and Accountability · doi:10.1007/s11092-024-09450-9 · Cited by 53
Conceptualizing Equity in the Implementation of California Education Finance Reform
Allbright, T. N., Marsh, J. A., Hall, M., Tobben, L., Picus, L. O., & Lavadenz, M. (2018) · American Journal of Education · doi:10.1086/701247 · Cited by 37
Self-citationEarly Warning Indicators in Education: Innovations, Uses, and Optimal Conditions for Effectiveness
Wentworth, L., & Nagaoka, J. (2020) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146812012201401 · Cited by 30
Crain-Dorough, M., & Elder, A. C. (2021) · Review of Research in Education · doi:10.3102/0091732x21990614 · Cited by 37
Yurkofsky, M. M. (2022) · Educational Researcher · doi:10.3102/0013189x221078590 · Cited by 31
Hodge, E. M. (2018) · American Educational Research Journal · doi:10.3102/0002831218803328 · Cited by 28
Brown, C. P., Englehardt, J., Barry, D. P., & Ku, D. H. (2018) · American Educational Research Journal · doi:10.3102/0002831218804152 · Cited by 35
Hodge, E. M., & Stosich, E. L. (2022) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737221079650 · Cited by 37
Teacher Sensemaking in an Early Education Research–Practice Partnership
Datnow, A., Guerra, A. W., Cohen, S. R., Kennedy, B. C., & Lee, J. J. (2023) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/01614681231161391 · Cited by 28
Gasse, R. V., Vanlommel, K., Vanhoof, J., & Petegem, P. V. (2019) · Teaching and Teacher Education · doi:10.1016/j.tate.2019.102989 · Cited by 26
Students’ Sense Making of Higher Education Policies During the Vertical Transfer Process
Schudde, L. T., Jabbar, H., Epstein, E. M. B., & Yucel, E. (2021) · American Educational Research Journal · doi:10.3102/00028312211003050 · Cited by 27
Brown, C. P., Ku, D. H., & Barry, D. P. (2020) · Teaching and Teacher Education · doi:10.1016/j.tate.2020.103029 · Cited by 26
Davis, D. S., & Vehabovic, N. (2017) · The Reading Teacher · doi:10.1002/trtr.1641 · Cited by 33
Practice-Driven Data: Lessons from Chicago's Approach to Research, Data, and Practice in Education
Moeller, E., & Seeskin, A. (2020) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146812012201406 · Cited by 24
Sustaining change towards racial equity through cycles of inquiry
Dowd, A. C., & Liera, R. (2018) · Education Policy Analysis Archives · doi:10.14507/epaa.26.3274 · Cited by 38
Using data on school strengths and weaknesses for school improvement
Aderet-German, T., & Ben‐Peretz, M. (2019) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2019.100831 · Cited by 24
Park, V., John, E. S., Datnow, A., & Choi, B. (2017) · Journal of Educational Administration · doi:10.1108/jea-09-2016-0098 · Cited by 24
Roegman, R., Perkins-Williams, R., Budzyn, M., Killian-Tarr, O., & Allen, D. (2021) · Educational Administration Quarterly · doi:10.1177/0013161x211056084 · Cited by 25
What counts? The critical role of qualitative data in teachers' decision making.
Ho, J. (2022) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2021.102046 · Cited by 19
Gasse, R. V., Vanlommel, K., Vanhoof, J., & van Petegem, P. (2017) · Teaching and Teacher Education · doi:10.1016/j.tate.2017.08.002 · Cited by 20
Scaling Gender and Sexual Diversity Policies in K-12 Schools
McQuillan, M. T. (2021) · Educational Policy · doi:10.1177/08959048211058461 · Cited by 19
Vanlommel, K., Van Gasse, R., Vanhoof, J., & Van Petegem, P. (2021) · Studies in Educational Evaluation · doi:10.1016/j.stueduc.2020.100865 · Cited by 18
Teachers' and school leaders' sensemaking of formal achievement data: A conceptual review
Goffin, E., Janssen, R., & Vanhoof, J. (2022) · Review of Education · doi:10.1002/rev3.3334 · Cited by 27
Does Teacher Data Use Lead to Improved Student Achievement? A Review of the Empirical Evidence
Grabarek, J., & Kallemeyn, L. M. (2020) · Teachers College Record · doi:10.1177/016146812012201201 · Cited by 17
Roegman, R., Samarapungavan, A., Maeda, Y., & Johns, G. (2018) · Educational Administration Quarterly · doi:10.1177/0013161x18769052 · Cited by 21
Piety, P. J. (2019) · Review of Research in Education · doi:10.3102/0091732x18821116 · Cited by 16
Verger, A., Parcerisa, L., Pagès, M., & Camphuijsen, M. K. (2024) · Nordic Journal of Studies in Educational Policy · doi:10.1080/20020317.2024.2430706 · Cited by 16
How Did that Happen? Teachers’ Explanations for Low Test Scores
Evans, M. E., Teasdale, R. M., Gannon-Slater, N., Londe, P. G. L., Crenshaw, H. L., Greene, J. C., & Schwandt, T. A. (2019) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811912100202 · Cited by 15
Relevant Conditions for Teachers’ Use of Student Feedback
Röhl, S., & Gärtner, H. (2021) · Springer eBooks · doi:10.1007/978-3-030-75150-0_10 · Cited by 17
Gummer, E. S. (2020) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2020.100960 · Cited by 14
Heng, J., Choy, B., & Lee, C. (2019) · Professional Development in Education · doi:10.1080/19415257.2019.1634624 · Cited by 14
Tools of the trade: a look at educators’ use of assessment systems
Farley-Ripple, E. N., Jennings, A., & Jennings, A. B. (2021) · School Effectiveness and School Improvement · doi:10.1080/09243453.2020.1777171 · Cited by 14
Doing Assessment: A Multicase Study of Preschool Teachers’ Language and Literacy Data Practices
Schachter, R. E., & Piasta, S. B. (2021) · Reading Research Quarterly · doi:10.1002/rrq.419 · Cited by 17
A latent profile analysis of teachers’ causal attribution for academic success or failure
Brun, L., Dompnier, B., & Pansu, P. (2021) · European Journal of Psychology of Education · doi:10.1007/s10212-021-00551-3 · Cited by 14
Challenges in sustaining professional learning communities focused on equity
Ahn, J., Flores, O. J., Welton, A. D., & Hackmann, D. G. (2024) · Journal of Educational Change · doi:10.1007/s10833-024-09511-2 · Cited by 13
A systematic review and meta-analysis of data use professional development interventions
Ansyari, M. F., Groot, W., & Witte, K. D. (2022) · Journal of Professional Capital and Community · doi:10.1108/jpcc-09-2021-0055 · Cited by 19
Lee, C., Camburn, E. M., & Sebastian, J. (2024) · School Effectiveness and School Improvement · doi:10.1080/09243453.2024.2436889 · Cited by 11
Aronson, B. A., Murphy, K. M., & Saultz, A. (2016) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811611801411 · Cited by 12
Improving Researchers’ Capacity to Address Injustice: An Introduction to the Special Issue
Turner, E. O., Baker, D. J., & Jabbar, H. (2024) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737241239982 · Cited by 12
How and why teachers engage students with data
Jimerson, J. B., Cho, V., Scroggins, K. A., Balial, R., & Robinson, R. R. (2019) · Educational Studies · doi:10.1080/03055698.2018.1509781 · Cited by 13
Whitelock-Wainwright, E., Koh, J. W., Whitelock‐Wainwright, A., Talic, S., Rankin, D., & Gašević, D. (2022) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-022-01997-1 · Cited by 18
Jacobson, E. D., Francis, D. C., Willey, C., & Wilkins‐Yel, K. G. (2022) · AERA Open · doi:10.1177/23328584221130999 · Cited by 17
U.S. Middle and High School Teacher Attributions of Externalizing Student Behavior
Carroll, M., Baulier, K., Cooper, C. A., Bettini, E. A., & Green, J. G. (2023) · Behavioral Disorders · doi:10.1177/01987429231160705 · Cited by 13
Tracking Procedures and Criteria and the SES Bias in Teacher Track Recommendations
Geven, S. (2024) · American Educational Research Journal · doi:10.3102/00028312241288212 · Cited by 17
Teachers’ Perspectives on Year Two Implementation of a Kindergarten Readiness Assessment
Schachter, R. E., Flynn, E. E., Napoli, A. R., & Piasta, S. B. (2019) · Early Education and Development · doi:10.1080/10409289.2019.1679606 · Cited by 11
Data use within an education-centered cross-sector collaboration
Hackmann, D. G., Malin, J. R., & Ahn, J. (2019) · Journal of Educational Administration · doi:10.1108/jea-08-2018-0150 · Cited by 10
For squad-members only! Why some teachers are more popular to interact with than others in data use
Gasse, R. V., Goffin, E., Vanhoof, J., & Petegem, P. V. (2020) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2020.100881 · Cited by 10
“I knew it was a problem before, but did I really?”: Engaging teachers in data use for equity
Dodman, S. L., DeMulder, E. K., View, J. L., Stribling, S. M., & Brusseau, R. L. (2023) · Journal of Educational Change · doi:10.1007/s10833-022-09477-z · Cited by 16
‘She is failing; he is learning’: Gender‐differentiated attributions for girls' and boys' errors
Battista, S. D. (2024) · British Journal of Educational Psychology · doi:10.1111/bjep.12665 · Cited by 12
Conceptions of Equity in Common Core Policy Messages in a Metropolitan District
Hodge, E. M. (2020) · The Educational Forum · doi:10.1080/00131725.2020.1772427 · Cited by 9
Discovering Generative Uncertainty in Learning Analytics Dashboards
Nguyen, H., Campos, F., & Ahn, J. (2021) · Advances in analytics for learning and teaching · doi:10.1007/978-3-030-81222-5_21 · Cited by 8
Influencing educational change through policy-engaged research
Nichols, S. L., & Berliner, D. C. (2023) · Educational Psychologist · doi:10.1080/00461520.2023.2249989 · Cited by 10
Brown, C. P. (2023) · Journal of School Leadership · doi:10.1177/10526846231222516 · Cited by 12
“Where’s the Joy in the Classroom?”
Brown, C. P., Englehardt, J., Ku, D. H., & Barry, D. P. (2019) · The Elementary School Journal · doi:10.1086/705964 · Cited by 8
Bao, N. V., Do, T. N., Cho, Y. C., & Thuong, P. T. S. (2023) · Cogent Education · doi:10.1080/2331186x.2023.2290214 · Cited by 7
Deroo, M. R., Farver, S. D., & Dunn, A. H. (2017) · Multicultural Education Review · doi:10.1080/2005615x.2017.1346556 · Cited by 9
Middle School Geography Teachers’ Professional Development Centered around Historical Photographs
Callahan, C. (2018) · The Journal of Social Studies Research · doi:10.1016/j.jssr.2018.11.003 · Cited by 7
Brown, C. P., Barry, D. P., Ku, D. H., & Englehardt, J. (2020) · Early Education and Development · doi:10.1080/10409289.2020.1750292 · Cited by 7
Marsh, J. A., & Kennedy, K. (2020) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146812012201409 · Cited by 13
Self-citationCowie, B., Edwards, F., & Trask, S. A. (2021) · Frontiers in Education · doi:10.3389/feduc.2021.619319 · Cited by 8
Brown, C. P., Ku, D. H., & Englehardt, J. (2022) · Early Childhood Education Journal · doi:10.1007/s10643-022-01315-4 · Cited by 12
Molle, D. (2020) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146812012201113 · Cited by 6
Continuous improvement and the ‘wicked’ problems of racial inequity
Bocala, C., & Yurkofsky, M. M. (2024) · Journal of Educational Change · doi:10.1007/s10833-024-09520-1 · Cited by 8
“It’s Just Something That You Have to Do as a Teacher”
Blaushild, N. L. (2023) · The Elementary School Journal · doi:10.1086/727432 · Cited by 6
Exploring Cloud Computing Tools to Enhance Team-Based Problem Solving for Challenging Behavior
Johnson, L. (2017) · Topics in Early Childhood Special Education · doi:10.1177/0271121417715318 · Cited by 6
Metadata
- Authors
- Bertrand, M., & Marsh, J. A.
- Affiliations
- Arizona State University (US)
- University of Southern California (US)
- Venue
- American Educational Research Journal
- Published
- 2015-10
- Volume
- 52
- Issue
- 5
- Pages
- 861-893
- ISSN
- 0002-8312 (ISSN-L)
- 1935-1011
- OpenAlex
- W1955103787
- Cited by
- 209
- References
- 70
- Citations by year
- 2026: 18 · 2025: 22 · 2024: 19 · 2023: 14 · 2022: 25 · 2021: 19 · 2020: 25 · 2019: 25 · 2018: 17 · 2017: 18 · 2016: 7
- FWCI
- 27.50
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Educational Research Journal (publishedVersion)
- Topics
- Social Sciences › Education › Educational Assessment and Improvement
- Social Sciences › Education › Teacher Education and Leadership Studies
- Social Sciences › Education › Student Assessment and Feedback
- Keywords
- teacher sensemaking, student learning data, attribution theory, English language learners, special education students, low expectations, educational equity, junior high school teachers, teacher reflection
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