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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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Physics of Life Reviews
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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.

97 results · 1 filter active ·
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20102025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
97 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 97 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 97 of 97 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Coupled disease–behavior dynamics on complex networks: A review
Zhen Wang, Michael A. Andrews, Zhi-Xi Wu, Lin Wang, Chris T. Bauch
2015· review· en· Physics of Life Reviews· Mathematics
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broadconsensus · metaepi_narrow
549
citations
affno abstractunlabeled
Long transients in ecology: Theory and applications
Andrew Morozov, Karen C. Abbott, Kim Cuddington, Tessa B. Francis, Gabriel Gellner, Alan Hastings +4 more
2019· review· en· Physics of Life Reviews· Environmental Science
distilled prediction:candidate · noneconsensus · none
185
citations
affno abstractunlabeled
Topodynamics of metastable brains
Arturo Tozzi, James F. Peters, Andrew A. Fingelkurts, Alexander A. Fingelkurts, Pedro C. Marijuán
2017· review· en· Physics of Life Reviews· Neuroscience
distilled prediction:candidate · metaepi_narrowconsensus · none
76
citations
afffundunlabeled
The distinguishing electrical properties of cancer cells
Elisabetta Di Gregorio, S.L. Israel, Michael Staelens, Gabriella Tankel, Karthik Shankar, Jack A. Tuszyński
2022· review· en· Physics of Life Reviews· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
55
citations
affno abstractunlabeled
Personality from a cognitive-biological perspective
Yair Neuman
2014· review· en· Physics of Life Reviews· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
23
citations
afffundno abstractunlabeled
First among equals
Daniel Coombs
2019· review· en· Physics of Life Reviews· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
17
citations
affno abstractunlabeled
Life—Warm, wet and noisy?
Chanelle C. Jumper, Gregory D. Scholes
2013· review· en· Physics of Life Reviews· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
14
citations
afffundno abstractunlabeled
The emotional origins of music
Laurel J. Trainor
2010· review· en· Physics of Life Reviews· Neuroscience
distilled prediction:candidate · noneconsensus · none
14
citations
afffundno abstractunlabeled
Variational neuroethology: Answering further questions
Maxwell J. D. Ramstead, Paul B. Badcock, Karl Friston
2018· review· en· Physics of Life Reviews· Neuroscience
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
13
citations
affno abstractunlabeled
Chimpanzee culture in context
Kathelijne Koops, Mimi Arandjelovic, Catherine Hobaiter, Ammie K. Kalan, Lydia V. Luncz, Stephanie Musgrave +3 more
2022· review· en· Physics of Life Reviews· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
7
citations
affno abstractunlabeled
Approximate reasoning by pairwise comparisons
Tamar Kakiashvili, Waldemar W. Koczkodaj, Jean-Pierre Magnot
2017· review· en· Physics of Life Reviews· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
affno abstractunlabeled
From abstract networks to biological realities
Andrea I. Luppi, Zhen-Qi Liu, Filip Milisav, Vincent Bazinet, Justine Y. Hansen, Bratislav Mišić
2024· review· en· Physics of Life Reviews· Neuroscience
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Pest control: A modelling approach
Rebecca C. Tyson
2014· review· en· Physics of Life Reviews· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Critique of pure free energy principle
Arturo Tozzi, James F. Peters
2017· review· en· Physics of Life Reviews· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Brain projective reality: Novel clothes for the emperor
Arturo Tozzi, James F. Peters, Andrew A. Fingelkurts, Alexander A. Fingelkurts, Pedro C. Marijuán
2017· review· en· Physics of Life Reviews· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations

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