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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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Single-cell and spatial transcriptomics
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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.

2,127 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.
2,127 works in the cohort · of 4,299,418page 5 of 43

Labels cover 2 of 2,127 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 2,127 of 2,127 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
Gene expression microarrays: glimpses of the immunological genome
Gordon Hyatt, Rachel Melamed, Richard Park, Reuben Seguritan, Catherine Laplace, Laurent Poirot +12 more
2006· article· en· Nature Immunology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
75
citations
affunlabeled
Multi‐site reproducibility of a human immunophenotyping assay in whole blood and peripheral blood mononuclear cells preparations using CyTOF technology coupled with Maxpar Pathsetter, an automated data analysis system
Charles Bruce Bagwell, Benjamin C. Hunsberger, Beth L. Hill, Donald J. Herbert, Christopher C. Bray, Thirumahal Selvanantham +16 more
2019· article· en· Cytometry Part B Clinical Cytometry· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · metaresearchconsensus · none
72
citations
affunlabeled
Single cell heterogeneity
Batoul Y. Abdallah, Steven D. Horne, Joshua B. Stevens, Andrew Y. Ying, Barbara C. Vanderhyden, Stephen A. Krawetz +2 more
2013· article· en· Cell Cycle· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
64
citations
fundno affunlabeled
Disentanglement of single-cell data with biolord
Zoe Piran, Niv Cohen, Yedid Hoshen, Mor Nitzan
2024· article· en· Nature Biotechnology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
62
citations
affunlabeled
RchyOptimyx: Cellular hierarchy optimization for flow cytometry
Nima Aghaeepour, Adrin Jalali, Kieran O’Neill, Pratip K. Chattopadhyay, Mario Roederer, Holger H. Hoos +1 more
2012· article· en· Cytometry Part A· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
60
citations
fundno affno abstractunlabeled
Single cell metabolism: current and future trends
Ahmed Ali, Shawn M. Davidson, Ernest Fraenkel, Ian S. Gilmore, Thomas Hankemeier, Jennifer Kirwan +7 more
2022· review· en· Metabolomics· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
59
citations
affunlabeled
Single cell derived mRNA signals across human kidney tumors
Matthew D. Young, Thomas J. Mitchell, Lars Custers, Thanasis Margaritis, Francisco Morales-Rodriguez, Kwasi Kwakwa +38 more
2021· article· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
59
citations
fundno affunlabeled
Mapping cells through time and space with moscot
Dominik Klein, Giovanni Palla, Marius Lange, Michal Klein, Zoe Piran, Manuel Gander +9 more
2023· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
56
citations

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