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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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Physiological and biochemical adaptations
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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.

3,669 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.
3,669 works in the cohort · of 4,299,418page 68 of 74

Labels cover 2 of 3,669 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 3,669 of 3,669 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.

affno abstractunlabeled
Peter W. Hochachka (1937–2002)
Raul K. Suarez, David R. Jones
2002· article· en· Nature· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Experimental design.
2021· other· en· Figshare· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
A new paradigm for fish antifreeze protein binding to ice
Michael Houston, Heman Chao, Michèle C. Loewen, Frank D. Sönnichsen, Cyril M. Kay, Brian D. Sykes +2 more
2002· book-chapter· en· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Murray cod waterhole woes
Angelina Dichiera
2023· article· en· Journal of Experimental Biology· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Ul 498 pdf
2024· other· en· Zenodo (CERN European Organization for Nuclear Research)· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Vidéos en ligne
2014· other· fr· OpenEdition (OpenEdition)· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Effect of hypoxia on cod bioenergetics
Romain Lavaud, Yoann Thomas, Laure Pecquerie, H. Benoît, Thomas Guyondet, Jonathan Flye‐Sainte‐Marie +1 more
2019· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
SHOCK SYNOPSIS APRIL 2025
Sean Saldanha, Daniella Touma, Marc G. Jeschke
2025· article· en· Shock· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
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