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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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Sentiment Analysis and Opinion Mining
Retraction
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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.

797 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.
797 works in the cohort · of 4,299,418page 10 of 16

Labels cover 0 of 797 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 797 of 797 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
No Sentiment is an Island:
Victoria Bobicev, Marina Sokolova
2015· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Social emotional data analysis. The map of Europe
Felicia Pelagalli, Francesca Greco, Enrico De Santis
2017· article· en· STATISTICS AND DATA SCIENCE: NEW CHALLENGES, NEW GENERATIONS· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_scienceconsensus · none
2
citations
affunlabeled
Group Performance Prediction with Limited Context
Uliyana Kubasova, Gabriel Murray
2020· article· en· Companion Publication of the 2020 International Conference on Multimodal Interaction· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
fundno affunlabeled
PARAMETRICAL WORDS IN THE SENTIMENT LEXICON
Elena G. Brunova
2016· article· en· International Journal of Cognitive Research in Science Engineering and Education· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Mining the Urdu Language-Based Web Content for Opinion Extraction
Ashraf Syed, A. M. Martínez-Enríquez, Akhzar Nazir, Muhammad Aslam, Rida Hijab Basit
2017· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
2
citations
affunlabeled
Product Review Sentiment Analysis
Pebbeti Charitha Reddy -, Pallala Indrani -, Polidasu Janaki -, P. Gayathri, Padubandla Chandrahasini -, G Apparao - +1 more
2024· article· en· International Journal For Multidisciplinary Research· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · none
2
citations
affunlabeled
APNEA: Intelligent Ad-Bidding Using Sentiment Analysis
Samuel Bushi, Osmar R. Zai͏̈ane
2019· article· en· IEEE/WIC/ACM International Conference on Web Intelligence· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
YouTube Comment Sentiment Classification System
Jana Sorupaa J, Anto Nivedha J, R Arsha, K. Muthulakshmi
2024· article· en· Journal of Artificial Intelligence and Capsule Networks· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Compact Features for Sentiment Analysis
Lisa Gaudette, Nathalie Japkowicz
2011· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
venueno affunlabeled
Word Search with Trending Reviews on Twitter
Ritzkal Ritzkal, Sutriawan Sutriawan, Bayu Adhi Prakosa, Ahmad Zainul Fanani, Indra Riawan, Hersanto Fajri +2 more
2023· article· fr· Ingénierie des systèmes d information· Computer Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
Sentiment Analysis of Social Media Texts
Saif M. Mohammad, Xiaodan Zhu
2014· article· en· Empirical Methods in Natural Language Processing· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Trump Tweets
Cynthia Whissell
2018· article· en· International Journal on Studies in English Language and Literature· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
From Citizens to Decision-Makers
Eya Boukchina, Sehl Mellouli, Emna Menif
2018· article· en· International Journal of E-Planning Research· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About