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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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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.

998 results · 1 filter active ·
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20122025
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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.
998 works in the cohort · of 4,299,418page 5 of 20

Labels cover 65 of 998 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 998 of 998 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

afffundgemma · no categorygpt · no categorymodels split
Climate change and health in North America: literature review protocol
Sherilee L. Harper, Ashlee Cunsolo, Amreen Babujee, Shaugn Coggins, Mauricio Aguilar-Garavito, Carlee J. Wright
2021· article· en· Systematic Reviews· Environmental Science
machine prediction:candidate · noneconsensus · none
35
citations
afffundaboutunlabeled
Screening for esophageal adenocarcinoma and precancerous conditions (dysplasia and Barrett’s esophagus) in patients with chronic gastroesophageal reflux disease with or without other risk factors: two systematic reviews and one overview of reviews to inform a guideline of the Canadian Task Force on Preventive Health Care (CTFPHC)
Candyce Hamel, Nadera Ahmadzai, Andrew Beck, Micere Thuku, Becky Skidmore, Kusala Pussegoda +10 more
2020· review· en· Systematic Reviews· Medicine
machine prediction:candidate · metaepi_broadconsensus · none
32
citations
affaboutunlabeled
Rapid Review Summit: an overview and initiation of a research agenda
Julie Polisena, Chantelle Garritty, Craig A. Umscheid, Chris Kamel, Kevin Samra, Jeannette Smith +1 more
2015· article· en· Systematic Reviews· Economics, Econometrics and Finance
machine prediction:candidate · metaresearchconsensus · metaresearch
31
citations
afffundunlabeled
Advancing the field of health systems research synthesis
Étienne V Langlois, M. Kent Ranson, Till Bärnighausen, Xavier Bosch‐Capblanch, Karen Daniels, Fadi El‐Jardali +16 more
2015· review· en· Systematic Reviews· Economics, Econometrics and Finance
machine prediction:candidate · metaresearchconsensus · metaresearch
31
citations

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