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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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Protein Structure and Dynamics
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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.

2,009 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.
2,009 works in the cohort · of 4,299,418page 27 of 41

Labels cover 3 of 2,009 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 2,009 of 2,009 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.

affunlabeled
Modeling Molecular Recognition: Theory and Application
Kristy L. Mardis, Ray Luo, Laurent David, Michael J. Potter, Amy Jo Glemza, Greg Payne +1 more
2000· review· en· Journal of Biomolecular Structure and Dynamics· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
MELD in Action: Harnessing Data to Accelerate Molecular Dynamics
Jokent T. Gaza, Emiliano Brini, Justin L. MacCallum, Ken A. Dill, Alberto Pérez
2025· review· en· Journal of Chemical Information and Modeling· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
AlphaFold2 transmembrane protein structure prediction shines
Tamás Hegedűs, Markus Geisler, Gergely L. Lukács, Bianka Farkas
2021· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
SpeeDB: fast structural protein searches
David Robillard, Phelelani Thokozani Mpangase, Scott Hazelhurst, Frank Dehne
2015· article· en· Bioinformatics· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Designable structures are easy to unfold
Cristiano L. Dias, Martin Grant
2006· article· en· Physical Review E· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
6
citations
affvenueunlabeled
Conformational change in individual enzyme molecules
Jeremie J. Crawford, Frannie Itzkow, Joanna E. MacLean, Douglas B. Craig
2015· article· en· Biochemistry and Cell Biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Catalogue of Life Checklist
2024· dataset· en· The Catalogue of Life· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
An Eigendecomposition Method for Protein Structure Alignment
Satish Chandra Panigrahi, Asish K. Mukhopadhyay
2014· book-chapter· en· Lecture notes in computer science· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
SBILib: a handle for protein modeling and engineering
Patrick Gohl, Jaume Bonet, Oriol Fornés, Joan Planas-Iglesias, Narcís Fernández‐Fuentes, Baldo Oliva
2023· article· en· Bioinformatics· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Proline Residues in Proteins
Charles M. Deber, Barbara Brodsky
2001· other· en· Encyclopedia of Life Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
fundno affunlabeled
Non-conformal coarse-grained potentials for water
2017· article· en· TU/e Research Portal (Eindhoven University of Technology)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations

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