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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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Emotion and Mood Recognition
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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
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

733 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.
733 works in the cohort · of 4,299,418page 8 of 15

Labels cover 0 of 733 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 733 of 733 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Support vector machine for automatic pain recognition
Md. Maruf Monwar, Siamak Rezaei
2009· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
afffundunlabeled
Introducing the Cuddlebot
Jeff Allen, Laura Cang, Michael Phan-Ba, Andrew Strang, Karon E. MacLean
2015· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations
affno abstractunlabeled
Ambient Facial Emotion Recognition: A Pilot Study
François Courtemanche, Élise Labonté-LeMoyne, David Brieugne, Emma Rucco, Sylvain Sénécal, Marc Frédette +1 more
2020· book-chapter· en· Lecture notes in information systems and organisation· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
3
citations
aboutno affunlabeled
Speech Emotion Recognition Using Deep Learning
Mohamed A. Gismelbari, Ilya I. Vixnin, Gregory M. Kovalev, Eugane E. Gogolev
2024· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
affno abstractunlabeled
Detecting Thermal Emotional Profile
Yang Fu, Claude Frasson
2016· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
affno abstractunlabeled
Voice Emotion Recognition in Real Time Applications
Mahsa Aghajani, Hamdi Ben Abdessalem, Claude Frasson
2021· book-chapter· en· Lecture notes in computer science· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
3
citations
affno abstractunlabeled
ZenTrader, an Emotion-Reactive Interface
Thomas Dang, Steven Kun Liu, Sidney Fels
2011· book-chapter· en· Lecture notes in computer science· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
venueno affunlabeled
Development of a Cohesive Predictive Model for Substance Use Disorder Rehabilitation Using Passive Digital Biomarkers, Psychological Assessments, and Automated Facial Emotion Recognition: Protocol for a Prospective Cohort Study
Andrea P. Garzón‐Partida, Kimberly Magaña-Plascencia, Diana Fernández, Joaquı́n Garcı́a‐Estrada, Sonia Luquı́n, David Fernández-Quezada
2025· article· en· JMIR Research Protocols· Psychology
distilled prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Speech Emotion Recognition Using Bagged Support Vector Machines
Bini Omman, Shallet Mary T Eldho
2022· article· en· 2022 International Conference on Computing, Communication, Security and Intelligent Systems (IC3SIS)· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations

How this was built: Screen · Findings · About