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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

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The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Obesity and Health Practices
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,836 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,836 works in the cohort · of 4,299,418page 1 of 37

Labels cover 11 of 1,836 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 1,836 of 1,836 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
The Law of Attrition
Günther Eysenbach
2005· article· en· Journal of Medical Internet Research· Health Professions
distilled prediction:candidate · metaresearch+research_integrity+insufficient_payloadconsensus · none
2,681
citations
affno abstractunlabeled
Definition and diagnostic criteria of clinical obesity
Francesco Rubino, David E. Cummings, Robert H. Eckel, Ricardo V. Cohen, John Wilding, Wendy A. Brown +49 more
2025· review· en· The Lancet Diabetes & Endocrinology· Health Professions
distilled prediction:candidate · metaresearch+research_integrityconsensus · none
1,324
citations
afffundunlabeled
Joint international consensus statement for ending stigma of obesity
Francesco Rubino, Rebecca M. Puhl, David E. Cummings, Robert H. Eckel, Donna H. Ryan, Jeffrey I. Mechanick +30 more
2020· review· en· Nature Medicine· Health Professions
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · none
1,074
citations
aboutno affunlabeled
Morbidity and mortality associated with obesity
Mahmoud Abdelaal, Carel W. le Roux, Neil G. Docherty
2017· review· en· Annals of Translational Medicine· Health Professions
distilled prediction:candidate · noneconsensus · none
1,048
citations
affunlabeled
Health: perception versus observation
Amartya Sen
2002· editorial· en· BMJ· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
707
citations
afffundno abstractunlabeled
A proposed clinical staging system for obesity
Arya M. Sharma, Robert F. Kushner
2009· review· en· International Journal of Obesity· Health Professions
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
659
citations
venueno affunlabeled
Qualitative Research: Getting Started
Zubin Austin, Jane Sutton
2014· article· en· The Canadian Journal of Hospital Pharmacy· Health Professions
distilled prediction:candidate · sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
429
citations
affunlabeled
Obesity predisposes to Th17 bias
Shawn Winer, Geoff Paltser, Yin Chan, Hubert Tsui, Edgar G. Engleman, Daniel A. Winer +1 more
2009· article· en· European Journal of Immunology· Health Professions
distilled prediction:candidate · insufficient_payloadconsensus · none
376
citations
afffundunlabeled
Weight bias and health care utilization: a scoping review
Angela S. Alberga, Iyoma Y. Edache, Mary Forhan, Shelly Russell‐Mayhew
2019· review· en· Primary Health Care Research & Development· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
341
citations
afffundno abstractunlabeled
Smoking, stigma and tobacco ‘denormalization’: Further reflections on the use of stigma as a public health tool. A commentary on Social Science & Medicine's Stigma, Prejudice, Discrimination and Health Special Issue (67: 3)
Kirsten Bell, Amy Salmon, Michele Bowers, Jennifer Bell, Lucy McCullough
2010· letter· en· Social Science & Medicine· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · sts
283
citations
affno abstractunlabeled
Barriers to obesity treatment
Marina Di Mauro, Valerie H. Taylor, Sean Wharton, Arya M. Sharma
2007· review· en· European Journal of Internal Medicine· Health Professions
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
272
citations
affno abstractunlabeled
The impact of obesity on quality of life
Valerie H. Taylor, Mary Forhan, Simone N. Vigod, Roger S. McIntyre, Katherine M. Morrison
2013· review· en· Best Practice & Research Clinical Endocrinology & Metabolism· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · metaresearch+sts+research_integrity+insufficient_payload
265
citations
fundno affno abstractunlabeled
Stigma and the perpetuation of obesity
Alexandra Brewis
2014· review· en· Social Science & Medicine· Health Professions
distilled prediction:candidate · stsconsensus · sts
261
citations
afffundunlabeled
Weight bias reduction in health professionals: a systematic review
Angela S. Alberga, Bjourn Pickering, Alix Hayden, Geoff D.C. Ball, Alun Edwards, Susan Jelinski +4 more
2016· review· en· Clinical Obesity· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaresearch+research_integrity+insufficient_payload
239
citations
afffundunlabeled
Obesity, Health at Every Size, and Public Health Policy
Andrea E. Bombak
2013· article· en· American Journal of Public Health· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
191
citations
fundno affunlabeled
Pervasiveness, impact and implications of weight stigma
Adrian Brown, Stuart W. Flint, Rachel L. Batterham
2022· review· en· EClinicalMedicine· Health Professions
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · none
187
citations
affaboutunlabeled
The Canadian obesity epidemic, 1985-1998.
Peter T. Katzmarzyk
2002· article· en· PubMed· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
184
citations
affunlabeled
Complexity and Stigma of Pediatric Obesity
Andrea M. Haqq, Maryam Kebbe, Qiming Tan, Melania Manco, Ximena Ramos Salas
2021· review· en· Childhood Obesity· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · research_integrity
181
citations
affunlabeled
Obesity in South and Southeast Asia—A new consensus on care and management
Kwang Wei Tham, Rohana Abdul Ghani, Chaicharn Deerochanawong, Mia Fojas, Samantha Hocking, June Lee +9 more
2022· review· en· Obesity Reviews· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
165
citations
afffundunlabeled
Obesity, stigma and public health planning
Lynne MacLean, Nancy Edwards, Michael Garrard, N Sims-Jones, Kathryn Clinton, Laura Ashley
2008· review· en· Health Promotion International· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
153
citations
affunlabeled
A Bitter Pill
Michelle N. Lafrance
2006· article· en· Journal of Health Psychology· Health Professions
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
132
citations
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