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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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Frontiers in Marine Science
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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.

affaffiliation
fundfunder
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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.

774 results · 1 filter active ·
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20142025
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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.
774 works in the cohort · of 4,299,418page 7 of 16

Labels cover 2 of 774 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 774 of 774 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
SANTORY: SANTORini’s Seafloor Volcanic ObservatorY
Paraskevi Nomikou, Paraskevi Polymenakou, Andrea Luca Rizzo, Sven Petersen, Mark D. Hannington, Stephanos Kilias +18 more
2022· article· en· Frontiers in Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
17
citations
afffundaboutunlabeled
Best practices for operating underwater gliders in Atlantic Canada
Nicolai von Oppeln-Bronikowski, Brad de Young, Mélany Belzile, Adam Comeau, Frédéric Cyr, Richard Davis +4 more
2023· article· en· Frontiers in Marine Science· Engineering
distilled prediction:candidate · noneconsensus · none
16
citations
afffundunlabeled
A census of quality-controlled Biogeochemical-Argo float measurements
Adam C. Stoer, Yuichiro Takeshita, Tanya L. Maurer, Charlotte Begouen Demeaux, Henry C. Bittig, Emmanuel Boss +9 more
2023· article· en· Frontiers in Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
14
citations
afffundaboutunlabeled
Canada’s Internet-Connected Ocean
Kate Moran, S. Kim Juniper, Sandy Bligh, Daniela Loock, I. Kulin, M. Paulson +1 more
2022· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
14
citations
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How this was built: Screen · Findings · About