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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.

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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 31 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
Protein Unfolding and Denaturants
Lars Konermann
2003· other· en· Encyclopedia of Life Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Hydration study of homopolypeptides by <sup>2</sup>H NMR
H. Peemoeller, Jeffrey A. Stanley, Malcolm Macmillan, Władysław P. Węglarz, James Bennett, J. M. Corbett +2 more
2007· article· en· Biopolymers· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
ProtaBank: A repository for protein design and engineering data
Connie Y. Wang, Paul M. Chang, Marylouise Ary, Benjamin D. Allen, Roberto A. Chica, Stephen L. Mayo +1 more
2018· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Protein Embeddings and Local Alignments
G. Brian Golding, Lucian Ilie
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Characterization of Simulated Cytoplasmic Fluids
Mariam El‐Morched, Charles Barraco, Razvan Simionescu, Thad A. Harroun, Hongbin Yan
2024· article· en· ChemistrySelect· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Hidden depths of protein folding
Krishna Neupane, Michael T. Woodside
2022· article· en· Nature Physics· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Protein Structural Analysis
Brian L. Mark, Sean A. McKenna, Mazdak Khajehpour
2011· book-chapter· en· Elsevier eBooks· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Evolution of protein interfaces in multimers and fibrils
W. Jeffrey Zabel, Kyle Hagner, Benjamin Livesey, Joseph A. Marsh, Sima Setayeshgar, Michael Lynch +1 more
2019· article· en· The Journal of Chemical Physics· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Protein-Protein Docking
Horia Jalily Hasani, Khaled Barakat
2016· book-chapter· en· IGI Global eBooks· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Quantum Chemical Calculations on Small Protein Models
Imre Jákli, András Perczel, Béla Viskolcz, Imre G. Csizmadia
2014· book-chapter· en· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About