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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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OCEANS 2021: San Diego – Porto
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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.

12 results · 1 filter active ·
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20212021
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
12 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 12 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 12 of 12 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundaboutunlabeled
In-situ Sea Ice Detection using DeepLabv3 Semantic Segmentation
Narmada Balasooriya, Benjamin Dowden, Jesse Chen, Oscar De Silva, Weimin Huang
2021· article· en· OCEANS 2021: San Diego – Porto· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
14
citations
affunlabeled
Hyperspectral Imaging System for Marine Litter Detection
Sara Freitas, Hugo Silva, Carlos Almeida, D. Viegas, Alexandre A. Amaral, Tiago C. dos Santos +5 more
2021· article· en· OCEANS 2021: San Diego – Porto· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affunlabeled
Gap-less Bilateral Swath Bathymetry
А.В. Иванов, Caleb MacDonald
2021· article· en· OCEANS 2021: San Diego – Porto· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About