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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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Cell Image Analysis Techniques
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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
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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.

3,696 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.
3,696 works in the cohort · of 4,299,418page 13 of 74

Labels cover 7 of 3,696 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 3,696 of 3,696 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundaboutunlabeled
Carbonate chemistry of competitive dissolution experiment
2024· dataset· en· Publishing Network for Geoscientific and Environmental Data (PANGAEA) (Alfred Wegener Institute for Polar and Marine Research)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
High Content Imaging, Analysis and Data Management
Wolfgang Reintsch, Andrea Krahn Roldan, Thomas M. Durcan
2020· article· en· Zenodo (CERN European Organization for Nuclear Research)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Label-free tumor cells classification using deep learning and high-content imaging
Chawan Piansaddhayanon, Chonnuttida Koracharkornradt, Napat Laosaengpha, Qingyi Tao, Praewphan Ingrungruanglert, Nipan Israsena +2 more
2023· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractgpt · no categoryopus · no categorymodels agree
Re-visioning Cellphilming Methodology: An Introduction
S. M. Hani Sadati, Claudia Mitchell, Shannon Roy, Lisa Starr
2024· book-chapter· en· Studies in arts-based educational research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Understanding the contagiousness of Covid-19 strains: A geometric approach
Paola Vottero, Elena Carlotta Olivetti, Lucia Chiara D'Agostino, Luca Di Grazia, Enrico Vezzetti, Maral Aminpour +2 more
2023· article· en· Journal of Molecular Graphics and Modelling· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
matplotlib/matplotlib: REL: v3.4.0rc1
Thomas A Caswell, Michael Droettboom, Antony Lee, Elliott Sales de Andrade, John Hunter, Tim Hoffmann +24 more
2021· article· en· Zenodo (CERN European Organization for Nuclear Research)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
afffundunlabeled
Integrative Visualization of Temporally Varying Medical Image Patterns
Jung Soh, Mei Xiao, Thao Do, Oscar Meruvia-Pastor, Christoph W. Sensen
2011· article· en· Berichte aus der medizinischen Informatik und Bioinformatik/Journal of integrative bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
Visual Barcodes for Multiplexing Live Microscopy-Based Assays
Tom Kaufman, Erez Nitzan, Nir Firestein, Miriam B. Ginzberg, Seshu Iyengar, Nish Patel +5 more
2020· preprint· en· Research Square· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
fundno affunlabeled
Fast segmentation with the NextBrain histological atlas
Oula Puonti, Jackson Nolan, Robert Dicamillo, Yaël Balbastre, Adrià Casamitjana, Matteo Mancini +20 more
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations

How this was built: Screen · Findings · About