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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.

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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.

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 6 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.

aboutno affunlabeled
Emotion Recognition from Speech
Kannan Venkataramanan, Haresh Rengaraj Rajamohan
2019· preprint· en· arXiv (Cornell University)· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
9
citations
affunlabeled
EEG based Emotion Recognition using SVM and LibSVM
Aadhya Bhatt, Ananta Bhatt
2019· article· en· International Journal of Computer Applications· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
8
citations
aboutno affunlabeled
Real-time Emotion Recognition for Sales
Si‐Ahmed Naas, Stephan Sigg
2020· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
8
citations
affunlabeled
A CNN Approach to Micro-Expressions Detection
Satya Chandrashekhar Ayyalasomayajula, Bogdan Ionescu, Dan Ionescu
2021· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
8
citations
aboutno affunlabeled
Speech Emotion Recognition Using Deep Learning
Mohamed A. Gismelbari, Ilya I. Vixnin, Gregory M. Kovalev, Eugene E. Gogolev
2024· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
Face Trees for Expression Recognition
Mojtaba Kolahdouzi, Alireza Sepas‐Moghaddam, Ali Etemad
2021· article· en· 2021 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2021)· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
An evaluation of 3-D emotion space
Fumio Kawakami, Michiko Okura, Hiroshi Yamada, Hiroshi Harashima, Shigeo Morishima
2002· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
Facial Emotion Recognition in VR Games
Fatemeh Dehghani, Loutfouz Zaman
2023· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
Editorial: Machine learning approaches to recognize human emotions
Camilo E. Valderrama, Marcelo Gitirana Gomes Ferreira, Juan Manuel Mayor Torres, Alejandro Rafael Garcia-Ramirez, Sergio Camorlinga
2024· editorial· en· Frontiers in Psychology· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
6
citations
affunlabeled
EmoSense: Revealing True Emotions Through Microgestures
Le Fang, Sark Pangrui Xing, Yonghao Long, Kun-Pyo Lee, Stephen Jia Wang
2023· article· en· Advanced Intelligent Systems· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
aboutno affunlabeled
Investigation Using MLP-SVM-PCA Classifiers on Speech Emotion Recognition
Kabir Jain, Anjali Chaturvedi, Jahnvi Dua, Ramesh K. Bhukya
2022· article· en· 2022 IEEE 9th Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON)· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations

How this was built: Screen · Findings · About