The DOI matches its Crossref record; 109 of the 109 references it cites were found in a registry or an index.
Bringing context out of the shadows of leadership
Abstract
Research on educational leadership and management has resulted in the accumulation of increasingly persuasive findings concerning the impact school leadership can have on school performance. Indeed, there is a growing consensus that there exists a generic set of leadership practices (e.g. goal setting, developing people) which must be adapted to meet the needs and constraints that describe different school contexts. However, to date, researchers have yet to develop a theory or report comprehensive findings on this challenge. This paper explores several types of school contexts (institutional, community, socio-cultural, political, economic, school improvement) and what we have learned about how they shape school leadership practice. The analysis leads to several conclusions and recommendations. First, it affirms, elaborates and extends the assertion made by scholars of the importance of examining leadership in context. Second, the need to contextualize leadership highlights deficiencies in modal research methods that focus on mean effects and either ignore context effects or relegate them to the shadows. Finally, the field needs to refine current research methods and explore new approaches that enable us to better study how successful leadership responds and adapts to different contexts.
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
“Research on student outcomes suggests that the school principal has an indirect, but significant effect on educational outcomes, second only to the classroom teacher (Hallinger, 2018; Leithwood & Jantzi, 2008; Robinson & Gray, 2019).”
From Teaching Principals in Rural, Remote, and Northern Schools in Canada: An Empirical Analysis of Workload, Roles, and Instructional Leadership (2025) · cites this paper as Hallinger, 2018
Citations
Cites
Culture, leadership, and organizations: the GLOBE study of 62 societies
(2005) · Choice Reviews Online · doi:10.5860/choice.42-4132 · Cited by 5,058
Motivation, leadership, and organization: Do American theories apply abroad?
Hofstede, G. H. (1980) · Organizational Dynamics · doi:10.1016/0090-2616(80)90013-3 · Cited by 3,456
Seven strong claims about successful school leadership
Leithwood, K. A., Harris, A., & Hopkins, D. (2008) · School Leadership and Management · doi:10.1080/13632430701800060 · Cited by 2,879
Distributed leadership as a unit of analysis
Gronn, P. (2002) · The Leadership Quarterly · doi:10.1016/s1048-9843(02)00120-0 · Cited by 2,059
Reassessing the Principal's Role in School Effectiveness: A Review of Empirical Research, 1980-1995
Hallinger, P., & Heck, R. H. (1996) · Educational Administration Quarterly · doi:10.1177/0013161x96032001002 · Cited by 1,751
Self-citationSouth African Journal of Education
Ebersöhn, L., Eloff, I., Finestone, M., Dullemen, I. V., Sikkema, K., & Forsyth, B. W. C. (2025) · South African Journal of Education · doi:10.15700/201409161038 · Cited by 1,714
Social Justice Educational Leaders and Resistance: Toward a Theory of Social Justice Leadership
Theoharis, G. (2007) · Educational Administration Quarterly · doi:10.1177/0013161x06293717 · Cited by 1,552
Teacher Recruitment and Retention: A Review of the Recent Empirical Literature
Guarino, C. M., Santibáñez, L., & Daley, G. A. (2006) · Review of Educational Research · doi:10.3102/00346543076002173 · Cited by 1,352
Theory and Resistance in Education: A Pedagogy for the Opposition
Ryan, M., & Giroux, H. A. (1984) · Curriculum Inquiry · doi:10.2307/3202268 · Cited by 1,261
Leadership for School Restructuring
Leithwood, K. (1994) · Educational Administration Quarterly · doi:10.1177/0013161x94030004006 · Cited by 1,218
Research works printed but not linked: 13
- Brooks MC, 2015, International Journal of Leadership in Education, 19, 503
- Day C, 2010, Ten Strong Claims about Successful School Leadership
- Devos G, 2014, Educational Management Administration and Leadership, 42, 155
- Freire P, 1970, Pedagogy of the Oppressed
- Hallinger P, 1995, UCEA Review, 36, 3
- Hallinger P, 2014, Leading and Managing, 20, 43
- Leithwood K, How School Leadership Influences Student Learning: The Four Paths
- Leithwood K, 2007, Successful School Principals: International Perspectives
- Leithwood K, 2009, Education Canada, 49, 26
- Liu S, How School Leadership Influences Student Learning: The Four Paths
- Robinson VM, 2006, Leading and Managing, 12, 62
- Starr K, 2008, Journal of Research in Rural Education, 23, 1
- Truong TD, 2016, Educational Management Administration and Leadership
Cited by
Sorted by citations
Seven strong claims about successful school leadership revisited
Leithwood, K., Harris, A., & Hopkins, D. (2020) · School Leadership & Management · doi:10.1080/13632434.2019.1596077 · Cited by 1,683
Hallinger, P., & Kovačević, J. (2019) · Review of Educational Research · doi:10.3102/0034654319830380 · Cited by 588
Self-citationLiu, S., & Hallinger, P. (2018) · Educational Administration Quarterly · doi:10.1177/0013161x18769048 · Cited by 496
Self-citationA review of the empirical research on teacher leadership (2003–2017)
Nguyen, D., Harris, A., & Ng, D. F. S. (2019) · Journal of Educational Administration · doi:10.1108/jea-02-2018-0023 · Cited by 332
Hallinger, P., Gümüş, S., & Bellibaş, M. Ş. (2020) · Scientometrics · doi:10.1007/s11192-020-03360-5 · Cited by 260
Self-citationScience Mapping of the Knowledge Base on Sustainable Leadership, 1990–2018
Hallinger, P., & Suriyankietkaew, S. (2018) · Sustainability · doi:10.3390/su10124846 · Cited by 256
Self-citationZheng, X., Yin, H., & Li, Z. (2018) · Educational Management Administration & Leadership · doi:10.1177/1741143218764176 · Cited by 206
Hallinger, P. (2019) · Educational Management Administration & Leadership · doi:10.1177/1741143218822772 · Cited by 205
Self-citationUnpacking the effects of culture on school leadership and teacher learning in China
Shengnan, L., & Hallinger, P. (2020) · Educational Management Administration & Leadership · doi:10.1177/1741143219896042 · Cited by 200
Self-citationBrauckmann-Sajkiewicz, S., Pashiardis, P., & Ärlestig, H. (2020) · Professional Development in Education · doi:10.1080/19415257.2020.1747105 · Cited by 152
Hallinger, P., Liu, S., & Piyaman, P. (2017) · Compare A Journal of Comparative and International Education · doi:10.1080/03057925.2017.1407237 · Cited by 145
Self-citationKılınç, A. Ç., Polatcan, M., Savaş, G., & Er, E. (2022) · Educational Management Administration & Leadership · doi:10.1177/17411432221082803 · Cited by 188
Hallinger, P. (2017) · Educational Management Administration & Leadership · doi:10.1177/1741143217694895 · Cited by 125
Self-citationSystematic review of research on educational leadership and management in Latin America, 1991–2017
Aravena, F., & Hallinger, P. (2017) · Educational Management Administration & Leadership · doi:10.1177/1741143217745882 · Cited by 125
Self-citationThe context deficit in leadership research
Johns, G. (2023) · The Leadership Quarterly · doi:10.1016/j.leaqua.2023.101755 · Cited by 134
Gümüş, S., Bellibaş, M. Ş., Gümüş, E., & Hallinger, P. (2019) · School Leadership and Management · doi:10.1080/13632434.2019.1578737 · Cited by 109
Self-citationWhy context matters: a comparative perspective on education reform and policy implementation
Harris, A., & Jones, M. S. (2018) · Educational Research for Policy and Practice · doi:10.1007/s10671-018-9231-9 · Cited by 130
Esen, M., Bellibaş, M. Ş., & Gümüş, S. (2018) · International Journal of Leadership in Education · doi:10.1080/13603124.2018.1508753 · Cited by 103
Bellibaş, M. Ş., Gümüş, S., & Kılınç, A. Ç. (2020) · European Journal of Education · doi:10.1111/ejed.12387 · Cited by 109
Leading learning in Asia – emerging empirical insights from five societies
Hallinger, P., & Walker, A. D. (2017) · Journal of Educational Administration · doi:10.1108/jea-02-2017-0015 · Cited by 84
Self-citationPietsch, M., Tulowitzki, P., & Koch, T. (2018) · Educational Administration Quarterly · doi:10.1177/0013161x18806346 · Cited by 88
Gümüş, S., Hallinger, P., Cansoy, R., & Bellibaş, M. Ş. (2021) · Journal of Educational Administration · doi:10.1108/jea-04-2021-0073 · Cited by 80
Self-citationTransformational leadership and innovation in higher education: a participative process approach
Owusu‐Agyeman, Y. (2019) · International Journal of Leadership in Education · doi:10.1080/13603124.2019.1623919 · Cited by 79
Leadership for professional learning towards educational equity: a systematic literature review
Poekert, P. E., Swaffield, S., Demir, E. K., & Wright, S. A. (2020) · Professional Development in Education · doi:10.1080/19415257.2020.1787209 · Cited by 79
Developing a model of instructional leadership in China
Walker, A. D., & Qian, H. (2020) · Compare A Journal of Comparative and International Education · doi:10.1080/03057925.2020.1747396 · Cited by 78
Hammad, W., & Hallinger, P. (2017) · School Leadership and Management · doi:10.1080/13632434.2017.1366441 · Cited by 75
Self-citationTan, C. Y., Dimmock, C., & Walker, A. D. (2021) · Educational Management Administration & Leadership · doi:10.1177/17411432211061445 · Cited by 71
Heenan, I. W., de Paor, D., Lafferty, N., & McNamara, P. (2023) · Societies · doi:10.3390/soc13060133 · Cited by 177
How school districts influence student achievement
Leithwood, K. A., Sun, J., & McCullough, C. (2019) · Journal of Educational Administration · doi:10.1108/jea-09-2018-0175 · Cited by 94
Mapping the intellectual lineage of educational management, administration and leadership, 1972–2020
Hallinger, P., & Kovačević, J. (2021) · Educational Management Administration & Leadership · doi:10.1177/17411432211006093 · Cited by 65
Self-citationThe role of leadership in establishing a positive staff culture in a secondary school
Morris, J. E., Lummis, G. W., Lock, G., Ferguson, C., Hill, S., & Nykiel, A. (2019) · Educational Management Administration & Leadership · doi:10.1177/1741143219864937 · Cited by 64
Duraku, Z. H., & Hoxha, L. (2021) · Frontiers in Education · doi:10.3389/feduc.2021.659919 · Cited by 133
Impact of Principal Leadership Styles on Teacher Job Performance: An Empirical Investigation
Parveen, K., Tran, P. Q. B., Kumar, T., & Shah, A. H. (2022) · Frontiers in Education · doi:10.3389/feduc.2022.814159 · Cited by 62
Preparing Schools for Educational Change: Barriers and Supports – A Systematic Literature Review
Aldridge, J. M., & McLure, F. I. (2023) · Leadership and Policy in Schools · doi:10.1080/15700763.2023.2171439 · Cited by 91
How school leaders contribute to student success: the four paths framework
Singh, S. (2018) · School Leadership and Management · doi:10.1080/13632434.2018.1523143 · Cited by 59
Entrepreneurial leadership in schools: linking creativity with accountability
Brauckmann-Sajkiewicz, S., & Pashiardis, P. (2020) · International Journal of Leadership in Education · doi:10.1080/13603124.2020.1804624 · Cited by 57
Hallinger, P., Adams, D., Harris, A., & Jones, M. S. (2017) · Journal of Educational Administration · doi:10.1108/jea-03-2017-0025 · Cited by 57
Self-citationTamadoni, A., Hosseingholizadeh, R., & Bellibaş, M. Ş. (2021) · Educational Management Administration & Leadership · doi:10.1177/17411432211061439 · Cited by 56
New Public Management in Education: A Call for the Edupreneurial Leader?
Pashiardis, P., & Brauckmann-Sajkiewicz, S. (2018) · Leadership and Policy in Schools · doi:10.1080/15700763.2018.1475575 · Cited by 56
Tang, J., Bryant, D. A., & Walker, A. D. (2022) · Journal of Educational Administration · doi:10.1108/jea-01-2022-0018 · Cited by 55
Instructional leadership and student achievement: school leaders’ perspectives
Rodrigues, H. P. C., & de Lima, J. Á. (2021) · International Journal of Leadership in Education · doi:10.1080/13603124.2020.1869312 · Cited by 54
Or, M. H., & Berkovich, I. (2021) · Educational Management Administration & Leadership · doi:10.1177/17411432211001364 · Cited by 54
Tian, J., Zhang, W., Mao, Y., & Gurr, D. M. (2022) · Journal of Educational Administration · doi:10.1108/jea-04-2021-0075 · Cited by 61
DeMatthews, D. E., Reyes, P., Carrola, P. A., Edwards, W., & James, L. D. (2021) · Leadership and Policy in Schools · doi:10.1080/15700763.2021.1917624 · Cited by 66
Leadership in times of crisis. School principals facing COVID-19
Ramos, A., Tintoré, M., & Bravo, I. D. A. (2021) · Heliyon · doi:10.1016/j.heliyon.2021.e08443 · Cited by 52
Dedering, K., & Pietsch, M. (2023) · Educational Review · doi:10.1080/00131911.2023.2195593 · Cited by 78
Szeto, E., & Cheng, A. Y. N. (2017) · Journal of Educational Administration · doi:10.1108/jea-08-2016-0087 · Cited by 51
Shaked, H., Benoliel, P. S., & Hallinger, P. (2020) · Educational Administration Quarterly · doi:10.1177/0013161x20944217 · Cited by 50
Self-citationTeacher development in rural China: how ineffective school leadership fails to make a difference
Liu, S., & Hallinger, P. (2017) · International Journal of Leadership in Education · doi:10.1080/13603124.2017.1294266 · Cited by 59
Self-citationTrần, N. H., Hallinger, P., & Truong, T. D. (2017) · School Leadership and Management · doi:10.1080/13632434.2017.1371690 · Cited by 64
Self-citationKulophas, D., Hallinger, P., Ruengtrakul, A., & Wongwanich, S. (2018) · International Journal of Educational Management · doi:10.1108/ijem-10-2016-0233 · Cited by 53
Self-citationLiu, S., & Hallinger, P. (2022) · Educational Management Administration & Leadership · doi:10.1177/17411432221089185 · Cited by 49
Self-citation(Inter)Active Learning Tools and Pedagogical Strategies in Educational Leadership Preparation
Dexter, S. L., Clement, D., Moraguez, D., & Watson, G. S. (2020) · Journal of Research on Leadership Education · doi:10.1177/1942775120936299 · Cited by 51
Pietsch, M., Aydın, B., & Gümüş, S. (2023) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737231197434 · Cited by 85
Falcón, I. G., Rodríguez, M. D. P. G., Hurtado, I. G., & Macías, M. J. C. (2019) · School Leadership and Management · doi:10.1080/13632434.2019.1612355 · Cited by 47
Workplace conditions created by principals for their teachers’ professional development in Vietnam
Trần, N. H., Nguyen, C. D., Nguyen, G.-V., Ho, T.-N., Bui, Q.-T. T., & Hoang, N.-H. (2020) · International Journal of Leadership in Education · doi:10.1080/13603124.2019.1708472 · Cited by 44
Windlinger, R., Warwas, J., & Hostettler, U. (2019) · School Leadership and Management · doi:10.1080/13632434.2019.1585339 · Cited by 42
Özdemir, S., Sezgin, F., Kılınç, A. Ç., & Polatcan, M. (2023) · Educational Management Administration & Leadership · doi:10.1177/17411432231177536 · Cited by 52
Science mapping the knowledge base on educational leadership and management in Africa, 1960–2018
Hallinger, P. (2018) · School Leadership and Management · doi:10.1080/13632434.2018.1545117 · Cited by 39
Self-citationCreating successful and unique schools: leadership, context and systems thinking perspectives
Gurr, D. M., Longmuir, F., & Reed, C. (2020) · Journal of Educational Administration · doi:10.1108/jea-02-2020-0045 · Cited by 39
Murphy, G. (2020) · Educational Management Administration & Leadership · doi:10.1177/1741143220968169 · Cited by 38
Hammad, W., & Shah, S. (2018) · Educational Administration Quarterly · doi:10.1177/0013161x18785864 · Cited by 37
Adams, D., & Velarde, J. M. (2020) · Asia Pacific Journal of Education · doi:10.1080/02188791.2020.1732295 · Cited by 37
Successful and effective schools: Bridging the gap
Pashiardis, P., & Johansson, O. (2020) · Educational Management Administration & Leadership · doi:10.1177/1741143220932585 · Cited by 57
Eisenschmidt, E., Ahtiainen, R., Kondratjev, B. S., & Sillavee, R. (2021) · International Journal of Leadership in Education · doi:10.1080/13603124.2021.2000033 · Cited by 48
Adams, D., Thien, L. M., Chuin, E. C. Y., & Semaadderi, P. (2021) · Educational Management Administration & Leadership · doi:10.1177/1741143221998697 · Cited by 36
A pragmatic meta-model to navigate complexity in teachers’ professional Learning
King, F., Poekert, P. E., & Pierre, T. (2023) · Professional Development in Education · doi:10.1080/19415257.2023.2248478 · Cited by 45
Singapore’s School Excellence Model and student learning: evidence from PISA 2012 and TALIS 2013
Huang, J., Tang, Y., He, W., & Li, Q. (2019) · Asia Pacific Journal of Education · doi:10.1080/02188791.2019.1575185 · Cited by 35
Educational Leadership and the Impact of Societal Culture on Effective Practices
Fisher, D. (2021) · Journal of Research in International Education · doi:10.1177/14752409211032531 · Cited by 35
Murphy, G. (2019) · Journal of Educational Administration · doi:10.1108/jea-11-2018-0211 · Cited by 34
Kovačević, J., & Hallinger, P. (2019) · School Effectiveness and School Improvement · doi:10.1080/09243453.2019.1692875 · Cited by 34
Self-citationHeystek, J., & Emekako, R. (2020) · International Journal of Educational Management · doi:10.1108/ijem-10-2019-0378 · Cited by 34
Bowers, A. J. (2020) · OECD education working papers · doi:10.1787/c963073b-en · Cited by 38
Alazmi, A. A., & Hammad, W. (2021) · Educational Management Administration & Leadership · doi:10.1177/17411432211038007 · Cited by 43
Shoaib, M., Nawal, A., Korsakienė, R., Zámečník, R., Rehman, A. U., & Raišienė, A. G. (2022) · Economies · doi:10.3390/economies10020051 · Cited by 40
Jing, M., Guo, Z., Wu, X., Yang, Z., & Wang, X. (2025) · Education Sciences · doi:10.3390/educsci15050606 · Cited by 58
Harris, A., & Jones, M. S. (2020) · School Leadership and Management · doi:10.1080/13632434.2020.1789856 · Cited by 43
Bellibaş, M. Ş., Polatcan, M., & AKYÜREK, M. İ. (2022) · Educational Management Administration & Leadership · doi:10.1177/17411432221139932 · Cited by 39
Berkovich, I. (2018) · Journal of Community & Applied Social Psychology · doi:10.1002/casp.2372 · Cited by 33
Creating world class universities: Roles and responsibilities for academic leaders in India
Banker, D. V., & Bhal, K. T. (2019) · Educational Management Administration & Leadership · doi:10.1177/1741143218822776 · Cited by 33
Challenges that Early Career Researchers Face in Academic Research and Publishing
da Silva, J. T. (2021) · Exchanges The Interdisciplinary Research Journal · doi:10.31273/eirj.v9i1.882 · Cited by 38
An open systems model of successful school leadership
Gurr, D. M., Drysdale, L., & Goode, H. (2022) · Journal of Educational Administration · doi:10.1108/jea-04-2021-0091 · Cited by 31
Kemethofer, D., Helm, C., & Warwas, J. (2022) · International Journal of Leadership in Education · doi:10.1080/13603124.2021.2021294 · Cited by 86
Maqbool, S., Zafeer, H. M. I., Maqbool, S., Zeng, P., Draissi, Z., & Javed, S. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e36438 · Cited by 57
COVİD 19 PANDEMİ SÜRECİNDE OKUL MÜDÜRLERİNİN ÖĞRETİM LİDERLİĞİ DAVRANIŞLARI
Keleş, H., Atay, D., & Karanfi̇l, F. (2020) · Milli Eğitim Dergisi · doi:10.37669/milliegitim.787255 · Cited by 30
Influence of Cultural Values on Singapore School Leadership
Tan, C. Y. (2022) · Educational Management Administration & Leadership · doi:10.1177/17411432211073414 · Cited by 29
Zhang, S., Long, R., & Bowers, A. J. (2022) · Educational Management Administration & Leadership · doi:10.1177/17411432221120330 · Cited by 29
Challenges in implementing instructional leadership: Insights from Turkish school principals
Cansoy, R., Gümüş, S., & Walker, A. D. (2024) · Educational Management Administration & Leadership · doi:10.1177/17411432241263915 · Cited by 35
Freeman, G., & Fields, D. (2020) · International Journal of Leadership in Education · doi:10.1080/13603124.2020.1818133 · Cited by 31
Al-Refaei, A. A.-A., Abdulsamad, A., Ali, D. A., Ibrahim, A., Ateeq, A. A., & Balushi, F. K. A. (2024) · Advances in business strategy and competitive advantage book series · doi:10.4018/979-8-3693-7903-5.ch023 · Cited by 29
Xu, Z., & Pang, N. S. (2024) · Behavioral Sciences · doi:10.3390/bs14100862 · Cited by 54
“Above must be above, and below must be below”: enactment of relational school leadership in Vietnam
Hallinger, P., & Truong, T. D. (2016) · Asia Pacific Education Review · doi:10.1007/s12564-016-9463-4 · Cited by 34
Self-citationGarcía-Garnica, M., & Rodríguez, K. C. (2019) · Profesorado Revista de Currículum y Formación del Profesorado · doi:10.30827/profesorado.v23i2.9576 · Cited by 28
Reforming public education in Chile: The creation of local education services
Anderson, S. E., Uribe, M., & Valenzuela, J. P. (2021) · Educational Management Administration & Leadership · doi:10.1177/1741143220983327 · Cited by 28
Assessing and strengthening instructional leadership among primary school principals in Vietnam
Hao, N. T., Hallinger, P., & Chen, C. (2018) · International Journal of Educational Management · doi:10.1108/ijem-02-2017-0046 · Cited by 35
Self-citationHallinger, P., Liu, S., Aung, P. N., & Yan, M. (2025) · Educational Management Administration & Leadership · doi:10.1177/17411432251358575 · Cited by 52
Self-citationVu, H. T. M. (2020) · International Education Studies · doi:10.5539/ies.v13n2p48 · Cited by 30
Nguyen, D., Ng, D. F. S., Luo, W., & Mansor, S. (2020) · International Journal of Leadership in Education · doi:10.1080/13603124.2020.1731765 · Cited by 34
Wang, G., Li, J., Liu, H., & Zaggia, C. (2025) · Educational Management Administration & Leadership · doi:10.1177/17411432221143452 · Cited by 26
Dorukbaşi, E., & Cansoy, R. (2024) · European Journal of Education · doi:10.1111/ejed.12672 · Cited by 26
Metadata
- Authors
- Hallinger, P.
- Corresponding author
- Hallinger, Philip
- ORCID
- Hallinger, Philip
- Venue
- Educational Management Administration & Leadership
- Publisher
- SAGE Publications
- Published
- 2016-12-02
- Volume
- 46
- Issue
- 1
- Pages
- 5-24
- ISSN
- 1741-1432 (ISSN-L)
- 1741-1440
- OpenAlex
- W2558050610
- Cited by
- 755
- References
- 109
- Citations by year
- 2026: 145 · 2025: 105 · 2024: 94 · 2023: 82 · 2022: 76 · 2021: 81 · 2020: 83 · 2019: 51 · 2018: 25 · 2017: 12 · 2016: 1
- FWCI
- 131.67
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Educational Management Administration & Leadership (publishedVersion)
- Funders
- Bộ Giáo dục và Ðào tạo
- Topics
- Social Sciences › Education › Educational Leadership and Practices
- Social Sciences › Education › School Leadership and Teacher Performance
- Social Sciences › Education › Teacher Education and Leadership Studies
- Keywords
- school leadership, leadership context, academic performance, leadership practices, goal setting, school improvement, institutional environment, community context, sociocultural context, political context, economic environment
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