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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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Additive Manufacturing and 3D Printing Technologies
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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
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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.

1,448 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.
1,448 works in the cohort · of 4,299,418page 15 of 29

Labels cover 5 of 1,448 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 1,448 of 1,448 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Feature Engineering in Additive Manufacturing
Mutahar Safdar, Guy Lamouche, Padma Polash Paul, Gentry Wood, Yaoyao Fiona Zhao
2023· book-chapter· en· SpringerBriefs in applied sciences and technology· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
affno abstractunlabeled
3D Printing — Additive Manufacturing of Dental Biomaterials
Rodrigo França, Jeff Winkler, Helen H. Hsu, Maedeh Rahimnejad, Zahra Abdali
2018· book-chapter· en· From biomaterials towards medical devices.· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
4
citations
afffundunlabeled
3D printable lignin-caprolactone material
Banchamlak Bemerw Kassaun, Luyao Wang, Oskar Backman, Chunlin Xu, Pedram Fatehi
2025· article· en· Green Chemistry· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
A Numerical Study on the Powder Flowability, Spreadability, Packing Fraction in Powder Bed Additive Manufacturing
Yeasir Mohammad Akib, Ehsan Marzbanrad, Farid Ahmed, Jianzhi Li
2022· article· en· Volume 1: Additive Manufacturing; Biomanufacturing; Life Cycle Engineering; Manufacturing Equipment and Automation; Nano/Micro/Meso Manufacturing· Engineering
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow
4
citations

How this was built: Screen · Findings · About