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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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Domain Adaptation and Few-Shot Learning
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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
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

705 results · 1 filter active ·
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20012025
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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.
705 works in the cohort · of 4,299,418page 13 of 15

Labels cover 0 of 705 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 705 of 705 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Medical Open Set Recognition via Intra-Class Clustering
Hanqiu Deng, Shihao Zou, Xiangyun Liao, Weixin Si
2025· article· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Radio
2006· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Constrained deep networks
Ismail Ben Ayed
2023· book-chapter· en· Elsevier eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Prescott - 107900 (C)
2009· other· en· OhioLink ETD Center (Ohio Library and Information Network)· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Full-Stage Augmentation for Exemplar-Free Class-Incremental Learning
S. X. Li, Jie Yang, Lei Song, Zejun Zhang, Steve Drew, Xiaoguang Niu
2024· preprint· en· SSRN Electronic Journal· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrityconsensus · none
0
citations
affno abstractunlabeled
Conclusions and Future Research Directions
Samuel D. Okegbile, Jun Cai, Changyan Yi
2024· book-chapter· en· SpringerBriefs in computer science· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
afffundno abstractunlabeled
The Terrace simultaneous chaining paradigm
Bennet B. Murdock
2010· article· en· Behavioural Processes· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
A Theory of Human-Like Few-Shot Learning
Zhiying Jiang, Rui Wang, Dongbo Bu, Ming Li
2023· preprint· en· arXiv (Cornell University)· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

How this was built: Screen · Findings · About