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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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Soft Robotics and Applications
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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.

847 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.
847 works in the cohort · of 4,299,418page 14 of 17

Labels cover 0 of 847 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 847 of 847 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Hybrid Visual Servoing of Tendon-Driven Continuum Robots
Rana Danesh, Farrokh Janabi‐Sharifi, Farhad Aghili
2025· preprint· en· SSRN Electronic Journal· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
1
citations
afffundunlabeled
A Real-Time Endoscope Motion Tracker
Ian H. D. Phillips, David Armstrong, Qiyin Fang
2022· article· en· IEEE Journal of Translational Engineering in Health and Medicine· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
A novel method to generate the geometry of a surface actuator
Mahmood Khalghollah, Pooyan Nayyeri, Farshid Najafi
2020· article· en· International Journal on Interactive Design and Manufacturing (IJIDeM)· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Optimal and Robust Contact Force Control on Soft Membrane
Tong Heng Lee, Wenyu Liang, Clarence W. de Silva, Kok Kiong Tan
2020· book-chapter· en· Advances in industrial control· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
venueaboutno affunlabeled
Robot torpedo to inspect water mains
2005· article· en· NPARC· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
fundno affunlabeled
Material optimization for ladder climbing robot
Oğulcan Turhanlar
2020· dissertation· en· eArsiv - Adu (Adnan Menderes University)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
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How this was built: Screen · Findings · About