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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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IEEE Transactions on Automation Science and Engineering
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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.

143 results · 1 filter active ·
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20042025
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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.
143 works in the cohort · of 4,299,418page 2 of 3

Labels cover 0 of 143 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 143 of 143 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
Unilateral Fixtures for Sheet-Metal Parts With Holes
K. Gopalakrishnan, Ken Goldberg, Gary M. Bone, Matthew Zaluzec, Ramakrishna Koganti, R. Pearson +1 more
2004· article· en· IEEE Transactions on Automation Science and Engineering· Engineering
machine prediction:candidate · noneconsensus · none
19
citations
afffundunlabeled
Automated Piezo-Assisted Sperm Immobilization
Changsheng Dai, Songlin Zhuang, Guanqiao Shan, Hang Liu, Yong Wang, Changhai Ru +1 more
2023· article· en· IEEE Transactions on Automation Science and Engineering· Engineering
machine prediction:candidate · noneconsensus · none
18
citations
afffundunlabeled
Automated Orientation Control of Motile Deformable Cells
Changsheng Dai, Guanqiao Shan, Xingjian Liu, Changhai Ru, Liming Xin, Yu Sun
2022· article· en· IEEE Transactions on Automation Science and Engineering· Medicine
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Workflow Nets for Multiagent Cooperation
Yehia Kotb, Steven S. Beauchemin, John A. Barron
2011· article· en· IEEE Transactions on Automation Science and Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Linearized Data Center Workload and Cooling Management
Somayye Rostami, Douglas G. Down, George Karakostas
2024· article· en· IEEE Transactions on Automation Science and Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Automatic Point Cloud Clustering for Surface Defect Diagnosis
Xingjian Liu, Harikrishnan Madhusudanan, Yue Wang, Junhui Zhu, Yong Wang, Changhai Ru +2 more
2025· article· en· IEEE Transactions on Automation Science and Engineering· Engineering
machine prediction:candidate · noneconsensus · none
6
citations

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