Decolonising qualitative research with respectful, reciprocal, and responsible research practice: a narrative review of the application of Yarning method in qualitative Aboriginal and Torres Strait Islander health research
Open accessAbstract
Background: Indigenous academics have advocated for the use and validity of Indigenous methodologies and methods to centre Indigenous ways of knowing, being and doing in research. Yarning is the most reported Indigenous method used in Aboriginal and Torres Strait Islander qualitative health research. Despite this, there has been no critical analysis of how Yarning methods are applied to research conduct and particularly how they privilege Indigenous peoples. Objective: To investigate how researchers are applying Yarning method to health research and examine the role of Aboriginal and Torres Strait Islander researchers in the Yarning process as reported in health publications. Design: Narrative review of qualitative studies. Data sources: Lowitja Institute LitSearch January 2008 to December 2021 to access all literature reporting on Aboriginal and Torres Strait Islander health research in the PubMed database. A subset of extracted data was used for this review to focus on qualitative publications that reported using Yarning methods. Methods: Thematic analysis was conducted using hybrid of inductive and deductive coding. Initial analysis involved independent coding by two authors, with checking by a third member. Once codes were developed and agreed, the remaining publications were coded and checked by a third team member. Results: Forty-six publications were included for review. Yarning was considered a culturally safe data collection process that privileges Indigenous knowledge systems. Details of the Yarning processes and team positioning were vague. Some publications offered a more comprehensive description of the research team, positioning and demonstrated reflexive practice. Training and experience in both qualitative and Indigenous methods were often not reported. Only 11 publications reported being Aboriginal and/or Torres Strait Islander led. Half the publications reported Aboriginal and Torres Strait Islander involvement in data collection, and 24 reported involvement in analysis. Details regarding the role and involvement of study reference or advisory groups were limited. Conclusion: Aboriginal and Torres Strait Islander people should be at the forefront of Indigenous research. While Yarning method has been identified as a legitimate research method to decolonising research practice, it must be followed and reported accurately. Researcher reflexivity and positioning, and Aboriginal and Torres Strait Islander ownership, stewardship and custodianship of data collected were significantly under detailed in the publications included in our review. Journals and other establishments should review their processes to ensure necessary details are reported in publications and engage Indigenous Editors and peer reviewers to uphold respectful, reciprocal, responsible and ethical research practice.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Health research has been a colonial tool that delegitimizes Indigenous Peoples' perspectives.
“Given the historical and ongoing realities of health research being a colonial tool that delegitimizes Indigenous Peoples' perspectives (Eni et al., 2021; Kennedy et al., 2022), this is concerning.”
From What we learned from the Nokomisag/Grandmothers: Adapting the 4 Rs for storytelling in Indigenous health research (2025) · cites this paper as Kennedy et al., 2022
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Fereday, J., & Muir-Cochrane, E. (2006) · International Journal of Qualitative Methods · doi:10.1177/160940690600500107 · Cited by 11,829 · cited 1× · see citing works
“Similar to Fereday, [26] thematic analysis was approached through a hybrid of inductive and deductive coding.”
MethodOne size fits all? What counts as quality practice in (reflexive) thematic analysis?
Braun, V., & Clarke, V. (2021) · Qualitative Research in Psychology · doi:10.1080/14780887.2020.1769238 · Cited by 9,727 · see citing works
Indigenous Research Methods: A Systematic Review
Drawson, A. S., Toombs, E., & Mushquash, C. J. (2017) · International Indigenous Policy Journal · doi:10.18584/iipj.2017.8.2.5 · Cited by 315 · see citing works
Harfield, S., Pearson, O., Morey, K., Kite, E., Canuto, K., Glover, K., Gomersall, J. S., Carter, D., Davy, C., Aromataris, E., et al. (2020) · BMC Medical Research Methodology · doi:10.1186/s12874-020-00959-3 · Cited by 313 · see citing works
Flagged first, then by citations
Research works printed but not linked: 67
- [2]Borch M Rethinking the origins of terra nullius Aust Hist Stud 2001 32 117 222 239 10.1080/10314610108596162 · DOI
- [3]Vivian A, Halloran MJ. Dynamics of the policy environment and trauma in relations between Aboriginal and Torres Strait Islander peoples and the settler-colonial state. Crit Soc Policy. 2021;1:22.
- [4]Clarkson C Jacobs Z Marwick B Fullagar R Wallis L Smith M Human occupation of northern Australia by 65,000 years ago Nature 2017 547 7663 306 310 10.1038/nature22968 28726833 · DOI · Paper page
- [6]Fraser J ‘Science, Museums and Collecting the Indigenous Dead in Colonial Australia’ by Paul Turnbull. History of Anthropology Review 2020 44
- [7]Race CG Exclusion F Race For Exclusion Aust N Z J Sociol 1986 22 1 3 24 10.1177/144078338602200101 · DOI
- [8]Huggins J Black women and women's liberation. A Reader in feminist knowledge 1991 London Routledge
- [9]Smith RL Devine S Preston R Recommended methodologies to determine Australian Indigenous community members’ perceptions of their health needs: a literature review Aust J Prim Health 2020 26 2 95 103 10.1071/PY19078 32061267 · DOI
- [10]Sherwood J Who is not coping with colonization? Laying out the map for decolonization Australas Psychiatry 2009 17 Suppl 1 S24 S27 10.1080/10398560902948662 19579101 · DOI
- [11]Moreton-Robinson A Relationality: A Key Presupposition of an Indigenous Social Research Paradigm. Sources and Methods in Indigenous Studies 2017 United Kingdom Routledge 69 77
- [12]Rigney LI Internationalization of an Indigenous Anticolonial Cultural Critique of Research Methodologies: A Guide to Indigenist Research Methodology and Its Principles Wicazo Sa Rev 1999 14 2 Emergent Ideas in Native American Studies 109 21 10.2307/1409555 · DOI
- [17]Bessarab D Ng’andu B Yarning About Yarning as a Legitimate Method in Indigenous Research Int J Crit Indig Stud 2010 3 1 37 50 10.5204/ijcis.v3i1.57 · DOI · Paper page
- [18]Geia LK Hayes B Usher K Yarning/Aboriginal storytelling: towards an understanding of an Indigenous perspective and its implications for research practice Contemp Nurse 2013 46 1 13 17 10.5172/conu.2013.46.1.13 24716757 · DOI
- [19]Atkinson P Baird M Adams K Are you really using Yarning research? Mapping Social and Family Yarning to strengthen Yarning research quality AlterNative: Int J Indig Peoples 2021 17 2 191 201 10.1177/11771801211015442 · DOI
- [20]Martin K. Ways of knowing, ways of being and ways of doing: a theoretical framework and methods for Indigenous research and Indigenist research. J Aust Stud. 2003;765:203-24.
- [22]Kennedy M Bennett J Maidment S Chamberlain C Booth K McGuffog R Interrogating the intentions for Aboriginal and Torres Strait Islander health: a narrative review of research outputs since the introduction of Closing the Gap Med J Aust 2022 217 1 50 57 10.5694/mja2.51601 35686477 PMC9545599 · DOI
- [24]Huria T Palmer SC Pitama S Beckert L Lacey C Ewen S Consolidated criteria for strengthening reporting of health research involving indigenous peoples: the CONSIDER statement BMC Med Res Methodol 2019 19 1 173 10.1186/s12874-019-0815-8 31399058 PMC6688310 · DOI
- [27]Hamilton S Reibel T Maslen S Watkins R Jacinta F Passmore H Disability "In-Justice": The Benefits and Challenges of "Yarning" With Young People Undergoing Diagnostic Assessment for Fetal Alcohol Spectrum Disorder in a Youth Detention Center Qual Health Res 2020 30 2 314 327 10.1177/1049732319882910 31691628 · DOI
- [28]Marriott R Reibel T Coffin J Gliddon J Griffin D Robinson M "Our culture, how it is to be us" - Listening to Aboriginal women about on Country urban birthing Women Birth 2019 32 5 391 403 10.1016/j.wombi.2019.06.017 31345660 · DOI
- [29]Carlin E Atkinson D Marley JV 'Having a Quiet Word': Yarning with Aboriginal Women in the Pilbara Region of Western Australia about Mental Health and Mental Health Screening during the Perinatal Period Int J Environ Res Public Health 2019 16 21 4253 10.3390/ijerph16214253 PMC6862568 31683908 · DOI
- [30]Butler TL Anderson K Condon JR Garvey G Brotherton JML Cunningham J Indigenous Australian women's experiences of participation in cervical screening PLoS One 2020 15 6 e0234536 10.1371/journal.pone.0234536 32542004 PMC7295213 · DOI
- [31]Cullen P Mackean T Worner F Wellington C Longbottom H Coombes J Trauma and Violence Informed Care Through Decolonising Interagency Partnerships: A Complexity Case Study of Waminda's Model of Systemic Decolonisation Int J Environ Res Public Health 2020 17 20 7363 10.3390/ijerph17207363 PMC7601198 33050193 · DOI
- [32]Coombes J Hunter K Mackean T Ivers R The journey of aftercare for Australia's First Nations families whose child had sustained a burn injury: a qualitative study BMC Health Serv Res 2020 20 1 536 10.1186/s12913-020-05404-1 32534585 PMC7293116 · DOI
- [33]Coombes J Lukaszyk C Sherrington C Keay L Tiedemann A Moore R First Nation Elders' perspectives on healthy ageing in NSW, Australia Aust N Z J Public Health 2018 42 4 361 364 10.1111/1753-6405.12796 29888836 · DOI
- [34]Durey A McEvoy S Swift-Otero V Taylor K Katzenellenbogen J Bessarab D Improving healthcare for Aboriginal Australians through effective engagement between community and health services BMC Health Serv Res 2016 16 224 10.1186/s12913-016-1497-0 27388224 PMC4936288 · DOI
- [35]Chapman R Smith T Martin C Qualitative exploration of the perceived barriers and enablers to Aboriginal and Torres Strait Islander people accessing healthcare through one Victorian Emergency Department Contemp Nurse 2014 48 1 48 58 10.1080/10376178.2014.11081926 25410195 · DOI
- [36]Rix EF Barclay L Stirling J Tong A Wilson S The perspectives of Aboriginal patients and their health care providers on improving the quality of hemodialysis services: a qualitative study Hemodial Int 2015 19 1 80 89 10.1111/hdi.12201 25056441 PMC4309474 · DOI
- [37]Meiklejohn JA Arley BD Pratt G Valery PC Bernardes CM 'We just don't talk about it': Aboriginal and Torres Strait Islander peoples' perceptions of cancer in regional Queensland Rural Remote Health 2019 19 2 4789 31137938
- [38]Parmenter J, Basit T, Nelson A, Crawford E, Kitter B. Chronic disease self-management programs for Aboriginal and Torres Strait Islander people: Factors influencing participation in an urban setting. Health Promot J Austr. 2019. 31050368
- [39]Kong AC Sousa MS Ramjan L Dickson M Goulding J Gwynne K "Got to build that trust": the perspectives and experiences of Aboriginal health staff on maternal oral health Int J Equity Health 2020 19 1 187 10.1186/s12939-020-01301-5 33097061 PMC7585174 · DOI
- [40]Canuto K Towers K Riessen J Perry J Bond S Ah Chee D "Anybody can make kids; it takes a real man to look after your kids": Aboriginal men's discourse on parenting PLoS One 2019 14 11 e0225395 10.1371/journal.pone.0225395 31756201 PMC6874323 · DOI
- [41]Lyall V Guy J Egert S Pokino LA Rogers L Askew D "They Were Willing to Work with Me and Not Pressure Me": A Qualitative Investigation into the Features of Value of a Smoking Cessation in Pregnancy Program for Aboriginal and Torres Strait Islander Women Int J Environ Res Public Health 2020 18 1 49 10.3390/ijerph18010049 PMC7793509 33374701 · DOI
- [42]Bryce S Scales I Herron LM Wigginton B Lewis M Lee A Maitjara Wangkanyi: Insights from an Ethnographic Study of Food Practices of Households in Remote Australian Aboriginal Communities Int J Environ Res Public Health 2020 17 21 8109 10.3390/ijerph17218109 PMC7663776 33153133 · DOI
- [43]Lin IB Ryder K Coffin J Green C Dalgety E Scott B Addressing Disparities in Low Back Pain Care by Developing Culturally Appropriate Information for Aboriginal Australians: "My Back on Track, My Future" Pain medicine (Malden, Mass) 2017 18 11 2070 2080 28087847
- [44]Lin I O'Sullivan P Coffin J Mak DB Toussaint S Straker L 'I can sit and talk to her': Aboriginal people, chronic low back pain and healthcare practitioner communication Aust Fam Physician 2014 43 5 320 324 24791777
- [45]Lukaszyk C Coombes J Turner NJ Hillmann E Keay L Tiedemann A Yarning about fall prevention: community consultation to discuss falls and appropriate approaches to fall prevention with older Aboriginal and Torres Strait Islander people BMC Public Health 2017 18 1 77 10.1186/s12889-017-4628-6 28764677 PMC5540430 · DOI
- [46]Gibson C, Crockett J, Dudgeon P, Bernoth M, Lincoln M. Sharing and valuing older Aboriginal people's voices about social and emotional wellbeing services: a strength-based approach for service providers. Aging Ment Health. 2018;4(3):481-8. 30588837
- [47]Gonzalez T Harris R Williams R Wadwell R Barlow-Stewart K Fleming J Exploring the barriers preventing Indigenous Australians from accessing cancer genetic counseling J Genet Couns 2020 29 4 542 552 10.1002/jgc4.1251 32173983 · DOI
- [48]Munro A Allan J Shakeshaft A Breen C "I just feel comfortable out here, there's something about the place": staff and client perceptions of a remote Australian Aboriginal drug and alcohol rehabilitation service Subst Abuse Treat Prev Policy 2017 12 1 49 10.1186/s13011-017-0135-0 29208008 PMC5718008 · DOI
- [49]Seear KH Lelievre MP Atkinson DN Marley JV 'It's Important to Make Changes.' Insights about Motivators and Enablers of Healthy Lifestyle Modification from Young Aboriginal Men in Western Australia Int J Environ Res Public Health 2019 16 6 1063 10.3390/ijerph16061063 PMC6466216 30909655 · DOI
- [50]Busija L, Cinelli R, Toombs MR, Easton C, Hampton R, Holdsworth K, et al. The Role of Elders in the Wellbeing of a Contemporary Australian Indigenous Community. Gerontologist. 2018. 30500896
- [51]Deacon-Crouch M Skinner I Connelly M Tucci J Chronic disease, medications and lifestyle: perceptions from a regional Victorian Aboriginal community Pharm Pract 2016 14 3 798 PMC5061524 27785168
- [52]Meiklejohn JA, Bailie R, Adams J, Garvey G, Bernardes CM, Williamson D, et al. "I'm a Survivor": Aboriginal and Torres Strait Islander Cancer Survivors' Perspectives of Cancer Survivorship. Cancer Nurs. 2018. 30543569
- [53]Pilkington L Haigh MM Durey A Katzenellenbogen JM Thompson SC Perspectives of Aboriginal women on participation in mammographic screening: a step towards improving services BMC Public Health 2017 17 1 697 10.1186/s12889-017-4701-1 28893225 PMC5594450 · DOI
- [54]Murrup-Stewart C, Whyman T, Jobson L, Adams K. "Connection to Culture Is Like a Massive Lifeline": Yarning With Aboriginal Young People About Culture and Social and Emotional Wellbeing. Qual Health Res. 2021;31(10):1833-46. 33938295
- [55]Lin IB O'Sullivan PB Coffin JA Mak DB Toussaint S Straker LM Disabling chronic low back pain as an iatrogenic disorder: a qualitative study in Aboriginal Australians BMJ Open 2013 3 4 e002654 10.1136/bmjopen-2013-002654 23575999 PMC3641505 · DOI
- [56]Lin IB O'Sullivan PB Coffin JA Mak DB Toussaint S Straker LM 'I am absolutely shattered': the impact of chronic low back pain on Australian Aboriginal people Eur J Pain (London, England) 2012 16 9 1331 1341 10.1002/j.1532-2149.2012.00128.x 22392923 · DOI
- [57]Butten K Johnson NW Hall KK Toombs M King N O'Grady KF Impact of oral health on Australian urban Aboriginal and Torres Strait Islander families: a qualitative study Int J Equity Health 2019 18 1 34 10.1186/s12939-019-0937-y 30777079 PMC6378750 · DOI
- [58]Meiklejohn JA Garvey G Bailie R Walpole E Adams J Williamson D Follow-up cancer care: perspectives of Aboriginal and Torres Strait Islander cancer survivors Support Care Cancer 2017 25 5 1597 1605 10.1007/s00520-016-3563-x 28078479 · DOI
- [59]Kendall S Lighton S Sherwood J Baldry E Sullivan E Holistic Conceptualizations of Health by Incarcerated Aboriginal Women in New South Wales Australia Qual Health Res 2019 29 11 1549 1565 10.1177/1049732319846162 31079548 · DOI
- [60]Reibel T Morrison L Griffin D Chapman L Woods H Young Aboriginal women's voices on pregnancy care: factors encouraging antenatal engagement Women Birth 2015 28 1 47 53 10.1016/j.wombi.2014.10.003 25740194 · DOI
- [61]Carlin E, Cox Z, Spry E, Monahan C, Marley JV, Atkinson D. "When I got the news": Aboriginal fathers in the Kimberley region yarning about their experience of the antenatal period. Health Promot J Austr. 2020;32:513–22. PMC8359486 32589308
- [62]Rix EF Barclay L Stirling J Tong A Wilson S 'Beats the alternative but it messes up your life': aboriginal people's experience of haemodialysis in rural Australia BMJ Open 2014 4 9 e005945 10.1136/bmjopen-2014-005945 25231493 PMC4166141 · DOI
- [63]Schoen D Balchin D Thompson S Health promotion resources for Aboriginal people: lessons learned from consultation and evaluation of diabetes foot care resources Health Promot J Austr 2010 21 1 64 69 10.1071/HE10064 20406155 · DOI
- [64]Bovill M Gruppetta M Cadet-James Y Clarke M Bonevski B Gould GS Wula (Voices) of Aboriginal women on barriers to accepting smoking cessation support during pregnancy: Findings from a qualitative study Women Birth 2018 31 1 10 16 10.1016/j.wombi.2017.06.006 28689764 · DOI
- [65]Bovill M Bar-Zeev Y Gruppetta M Clarke M Nicholls K O'Mara P Giri-nya-la-nha (talk together) to explore acceptability of targeted smoking cessation resources with Australian Aboriginal women Public Health 2019 176 149 158 10.1016/j.puhe.2018.08.010 30392971 · DOI
- [66]Peake RM Jackson D Lea J Usher K Meaningful Engagement With Aboriginal Communities Using Participatory Action Research to Develop Culturally Appropriate Health Resources J Transcult Nurs 2021 32 2 129 136 10.1177/1043659619899999 31948353 · DOI
- [67]Helps C Barclay L Aboriginal women in rural Australia; a small study of infant feeding behaviour Women Birth 2015 28 2 129 136 10.1016/j.wombi.2014.12.004 25618837 · DOI
- [68]Hamilton SL Maslen S Watkins R Conigrave K Freeman J O’Donnell M ‘That thing in his head’: Aboriginal and non-Aboriginal Australian caregiver responses to neurodevelopmental disability diagnoses Sociol Health Illn 2020 42 7 1581 1596 10.1111/1467-9566.13146 32579286 · DOI
- [69]Southcombe A Cavanagh J Bartram T Capacity building in indigenous men's groups and sheds across Australia Health Promot Int 2015 30 3 606 615 10.1093/heapro/dat092 24399032 · DOI
- [70]Ryder C Mackean T Hunter K Coombes J Holland AJA Ivers R Yarning up about out-of-pocket healthcare expenditure in burns with Aboriginal families Aust N Z J Public Health 2021 45 2 138 142 10.1111/1753-6405.13083 33683766 · DOI
- [71]Henwood M Shaw A Cavanagh J Bartram T Marjoribanks T Kendrick M Men's health and communities of practice in Australia J Health Organ Manag 2017 31 2 207 222 10.1108/JHOM-12-2016-0234 28482769 · DOI
- [72]Belton S Kruske S Jackson Pulver L Sherwood J Tune K Carapetis J Rheumatic heart disease in pregnancy: How can health services adapt to the needs of Indigenous women? A qualitative study Aust N Z J Obstet Gynaecol 2018 58 4 425 431 10.1111/ajo.12744 29105729 · DOI
- [74]Haynes E Marawili M Mitchell A Walker R Katzenellenbogen J Bessarab D "Weaving a Mat That We Can All Sit On": Qualitative Research Approaches for Productive Dialogue in the Intercultural Space Int J Environ Res Public Health 2022 19 6 3654 10.3390/ijerph19063654 35329344 PMC8952013 · DOI
- [75]Sutton J Austin Z Qualitative Research: Data Collection, Analysis, and Management Can J Hosp Pharm 2015 68 3 226 231 26157184 PMC4485510
- [76]Keikelame MJ Swartz L Decolonising research methodologies: lessons from a qualitative research project, Cape Town, South Africa Glob Health Action 2019 12 1 1561175 10.1080/16549716.2018.1561175 30661464 PMC6346712 · DOI
- [79]Watego C Whop LJ Singh D Mukandi B Macoun A Newhouse G Black to the Future: Making the Case for Indigenist Health Humanities Int J Environ Res Public Health 2021 18 16 8704 10.3390/ijerph18168704 34444453 PMC8393378 · DOI
- [80]Morse J Why the Qualitative Health Research (QHR) Review Process Does Not Use Checklists Qual Health Res 2021 31 5 819 821 10.1177/1049732321994114 33733936 · DOI
Cited by
Sorted by citations
Rieger, K., Horton, M., Cook, L., Copenace, S., Bennett, M., Phillips-Beck, W., Buss, M., Chudyk, A., Hornan, B., Horrill, T., et al. (2025) · The International Indigenous Policy Journal · doi:10.18584/iipj.2025.16.2.18451 · Cited by 3 · see citing works
- Authors
- Kennedy, M., Maddox, R., Booth, K., Maidment, S., Chamberlain, C., & Bessarab, D.
- Affiliations
- Hunter Medical Research Institute (AU)
- Australian National University (AU)
- University of Newcastle Australia (AU)
- The University of Melbourne (AU)
- The University of Western Australia (AU)
- Corresponding author
- Kennedy, Michelle
- Venue
- International Journal for Equity in Health
- Published
- 2022-09-13
- Volume
- 21
- Issue
- 1
- Pages
- 134-134
- ISSN
- 1475-9276 (ISSN-L)
- PMC
- PMC9472448
- OpenAlex
- W4295753399
- Cited by
- 224
- References
- 5
- Citations by year
- 2026: 75 · 2025: 76 · 2024: 53 · 2023: 18 · 2022: 2
- FWCI
- 5.16
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- International Journal for Equity in Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- UWA Profiles and Research Repository (UWA) (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Murdoch University Research Portal (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Minerva Access (University of Melbourne) (submittedVersion, cc-by)
- NOVA (University of Newcastle Australia) (submittedVersion, cc-by)
- La Trobe University (cc-by)
- Funders
- National Health and Medical Research Council (1158670)
- Topics
- Social Sciences › Health › Indigenous Health, Education, and Rights
- Social Sciences › Sociology and Political Science › Qualitative Research Methods and Ethics
- Social Sciences › Anthropology › Australian Indigenous Culture and History
- Keywords
- decolonial research, Indigenous research methodologies, researcher reflexivity, research positioning, indigenous knowledge
- MeSH terms
- Indigenous Peoples, Australian Aboriginal and Torres Strait Islander Peoples, Humans, Research Design, Qualitative Research, Native Hawaiian or Other Pacific Islander, Racial Groups
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