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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.

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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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Physical review. E
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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.

468 results · 1 filter active ·
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20032025
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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.
468 works in the cohort · of 4,299,418page 1 of 10

Labels cover 0 of 468 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 468 of 468 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Random walks on networks with stochastic resetting
Alejandro P. Riascos, Denis Boyer, Paul Herringer, José L. Mateos
2020· article· en· Physical review. E· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
93
citations
afffundunlabeled
Identifying polymer states by machine learning
Qianshi Wei, Roger G. Melko, Jeff Z. Y. Chen
2017· article· en· Physical review. E· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
79
citations
afffundunlabeled
Optimal finite-time bit erasure under full control
Karel Proesmans, Jannik Ehrich, John Bechhoefer
2020· article· en· Physical review. E· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
67
citations
afffundunlabeled
Ring states in swarmalator systems
Kevin O’Keeffe, Joep H. M. Evers, Théodore Kolokolnikov
2018· article· en· Physical review. E· Computer Science
distilled prediction:candidate · noneconsensus · none
60
citations
afffundunlabeled
Self-similar aftershock rates
Jörn Davidsen, Marco Baiesi
2016· article· en· Physical review. E· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
52
citations
afffundunlabeled
Flow-induced compaction of a deformable porous medium
Duncan R. Hewitt, Japinder Nijjer, M. Grae Worster, Jerome A. Neufeld
2016· article· en· Physical review. E· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
50
citations
afffundunlabeled
Phase-field model for collective cell migration
Sara Najem, Martin Grant
2016· article· en· Physical review. E· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
48
citations
affunlabeled
Point processes with Gaussian boson sampling
Soran Jahangiri, Juan Miguel Arrazola, Nicolás Quesada, Nathan Killoran
2020· article· en· Physical review. E· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
48
citations
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