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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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Ocular Surface and Contact Lens
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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.

1,485 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.
1,485 works in the cohort · of 4,299,418page 2 of 30

Labels cover 5 of 1,485 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 1,485 of 1,485 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
BCLA CLEAR - Contact lens complications
Fiona Stapleton, May M. Bakkar, Nicole Carnt, Robin L. Chalmers, Ajay Kumar Vijay, Sanjay Marasini +5 more
2021· article· es· Contact Lens and Anterior Eye· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
136
citations
aboutno affunlabeled
Punctal occlusion for dry eye syndrome
Ann‐Margret Ervin, Andrew Law, Andrew D. Pucker
2017· review· en· Cochrane Database of Systematic Reviews· Medicine
distilled prediction:candidate · metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · none
125
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
afffundunlabeled
A Prototype Antifungal Contact Lens
Joseph B. Ciolino, Sarah P. Hudson, Ashley N. Mobbs, Todd Hoare, Naomi G. Iwata, Gerald R. Fink +1 more
2011· article· en· Investigative Ophthalmology & Visual Science· Medicine
distilled prediction:candidate · noneconsensus · none
105
citations
affno abstractunlabeled
BCLA CLEAR – Contact lens technologies of the future
Lyndon Jones, Alex Hui, Chau‐Minh Phan, Michael Read, Dimitri T. Azar, John Buch +7 more
2021· review· es· Contact Lens and Anterior Eye· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
101
citations
affno abstractunlabeled
BCLA CLEAR - Scleral lenses
Melissa Barnett, Claudine Courey, Daddi Fadel, Karen Lee, Langis Michaud, Giancarlo Montani +5 more
2021· article· es· Contact Lens and Anterior Eye· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
99
citations
affunlabeled
Dry Eye Symptoms Assessed by Four Questionnaires
Trefford Simpson, Ping Situ, Lyndon Jones, Desmond Fonn
2008· article· en· Optometry and Vision Science· Medicine
distilled prediction:candidate · noneconsensus · none
97
citations
affunlabeled
Noninflammatory Silicone Hydrogel Contact Lens Complications
Kathy Dumbleton
2003· review· en· Eye & Contact Lens Science & Clinical Practice· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow
94
citations
affunlabeled
Tear exchange and contact lenses: A review
Alex Müntz, Lakshman N. Subbaraman, Luigina Sorbara, Lyndon Jones
2015· review· en· Journal of Optometry· Medicine
distilled prediction:candidate · noneconsensus · none
93
citations
affunlabeled
TFOS DEWS III: Digest
Fiona Stapleton, Pablo Argüeso, Penny A. Asbell, Dimitri T. Azar, Charles Bosworth, Wei Chen +19 more
2025· review· en· American Journal of Ophthalmology· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
93
citations
affunlabeled
TFOS DEWS III: Management and Therapy
Lyndon Jones, Jennifer P. Craig, Maria Markoulli, Paul Karpecki, Esen K. Akpek, Sayan Basu +26 more
2025· review· en· American Journal of Ophthalmology· Medicine
distilled prediction:candidate · noneconsensus · none
93
citations

How this was built: Screen · Findings · About