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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.

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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The Ocular Surface
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Retraction
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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.

69 results · 1 filter active ·
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20072025
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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.
69 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 69 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 69 of 69 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
TFOS DEWS II Definition and Classification Report
Jennifer P. Craig, Kelly K. Nichols, Esen K. Akpek, Barbara Caffery, Harminder S. Dua, Choun-Ki Joo +5 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
3,266
citations
affno abstractunlabeled
TFOS DEWS II Epidemiology Report
Fiona Stapleton, Mônica Alves, Vatinee Y. Bunya, Isabelle Jalbert, Kaevalin Lekhanont, Florence Malet +7 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2,556
citations
affno abstractunlabeled
TFOS DEWS II Diagnostic Methodology report
James S. Wolffsohn, Reiko Arita, Robin L. Chalmers, Ali R. Djalilian, Murat Doğru, Kathy Dumbleton +11 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2,086
citations
affno abstractunlabeled
TFOS DEWS II Management and Therapy Report
Lyndon Jones, Laura E. Downie, Donald R. Korb, Jose Benitez-del-Castillo, Reza Dana, Sophie X. Deng +10 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
1,381
citations
affno abstractunlabeled
TFOS DEWS II Tear Film Report
Pablo Argüeso, Georgi Georgiev, Juha M. Holopainen, Gordon W. Laurie, Tom J. Millar, Eric Papas +7 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
965
citations
afffundunlabeled
TFOS DEWS II Report Executive Summary
Jennifer P. Craig, J. Daniel Nelson, Dimitri T. Azar, Carlos Belmonte, Anthony J. Bron, Sunil K. Chauhan +10 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
840
citations
affno abstractunlabeled
TFOS DEWS II Sex, Gender, and Hormones Report
David A. Sullivan, Eduardo Melani Rocha, Pasquale Aragona, Janine A. Clayton, Juan Ding, Blanka Golebiowski +5 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
419
citations
afffundno abstractunlabeled
TFOS DEWS II Introduction
J. Daniel Nelson, Jennifer P. Craig, Esen K. Akpek, Dimitri T. Azar, Carlos Belmonte, Anthony J. Bron +19 more
2017· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
286
citations
affno abstractunlabeled
Spontaneous Blinking from a Tribological Viewpoint
Heiko Pult, Samuele Tosatti, Nicholas D. Spencer, Jean-Michel Asfour, Michael Ebenhoch, Paul J. Murphy
2015· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
117
citations
affunlabeled
Organoids and organ chips in ophthalmology
Navid Manafi, Fereshteh Shokri, Kevin Achberger, Masatoshi Hirayama, Melika Haji Mohammadi, Farsad Noorizadeh +5 more
2020· review· en· The Ocular Surface· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
81
citations
affno abstractunlabeled
TFOS Lifestyle: Impact of contact lenses on the ocular surface
Lyndon Jones, Nathan Efron, Kalika Bandamwar, Melissa Barnett, Deborah S. Jacobs, Isabelle Jalbert +10 more
2023· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow
70
citations
affno abstractunlabeled
TFOS Lifestyle: Impact of societal challenges on the ocular surface
Fiona Stapleton, Juan Carlos Abad, Stefano Barabino, Anthea Burnett, Geetha Iyer, Kaevalin Lekhanont +10 more
2023· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
61
citations
affno abstractunlabeled
TFOS Lifestyle: Impact of cosmetics on the ocular surface
David A. Sullivan, Alexandre X. da Costa, Ester Del Duca, Tracy Doll, Christina N Grupcheva, Sihem Lazreg +10 more
2023· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
53
citations
affno abstractunlabeled
TFOS Lifestyle: Impact of nutrition on the ocular surface
Maria Markoulli, Sumayya Ahmad, Jayashree Arcot, Reiko Arita, Jose Benitez-del-Castillo, Barbara Caffery +12 more
2023· review· en· The Ocular Surface· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
48
citations
afffundno abstractunlabeled
TNF is a critical cytokine in age-related dry eye disease
Yashaswini Kelagere, Kaitlin K. Scholand, Erica N. DeJong, Andrea I. Boyd, Zhiyuan Yu, Roger Astley +4 more
2023· article· en· The Ocular Surface· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
32
citations

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