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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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Aesthetic Perception and Analysis
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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.

429 results · 1 filter active ·
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20012025
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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.
429 works in the cohort · of 4,299,418page 1 of 9

Labels cover 2 of 429 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 429 of 429 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Neuroaesthetics
2014· review· en· Trends in Cognitive Sciences· Neuroscience
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
527
citations
affunlabeled
Neuroscience of aesthetics
2016· review· en· Annals of the New York Academy of Sciences· Neuroscience
distilled prediction:candidate · stsconsensus · none
342
citations
affunlabeled
Neuroaesthetics
2016· article· en· Perspectives on Psychological Science· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
242
citations
affunlabeled
Aesthetic hedonism and its critics
2019· article· en· Philosophy Compass· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · none
104
citations
affunlabeled
Elements of style
2015· article· en· ACM Transactions on Graphics· Neuroscience
distilled prediction:candidate · noneconsensus · none
91
citations
affunlabeled
The Pleasure of Art
2017· article· en· Australasian Philosophical Review· Neuroscience
distilled prediction:candidate · noneconsensus · none
87
citations
affunlabeled
How poetry evokes emotions
2022· article· en· Acta Psychologica· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · none
80
citations
affunlabeled
The cognitive science of fiction
2012· article· en· Wiley Interdisciplinary Reviews Cognitive Science· Neuroscience
distilled prediction:candidate · stsconsensus · sts
75
citations
affunlabeled
The Aesthetics of Emotion
2016· book· en· Cambridge University Press eBooks· Neuroscience
distilled prediction:candidate · noneconsensus · none
52
citations
affunlabeled
Two dogmas of aesthetic empiricism
2021· article· en· Metaphilosophy· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · none
34
citations
afffundno abstractunlabeled
Aesthetic 3D model evolution
2013· article· en· Genetic Programming and Evolvable Machines· Neuroscience
distilled prediction:candidate · noneconsensus · none
31
citations
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