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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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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 24 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. 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
Applications in Data-Driven 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
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Topology Optimization for Multi-Axis Additive Manufacturing
Yifan Guo, Jikai Liu, Yongsheng Ma, Rafiq Ahmad
2024· article· en· International Conference on Computational & Experimental Engineering and Sciences· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Paul Keeley - Live @ Elektra, QC [EPS18]
2005· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
3D Printing of Green Materials
Zohre Mousavi Nejad, Seyyed Mojtaba Mousavi, Seyyed Alireza Hashemi, Wei‐Hung Chiang, Chin Wei Lai
2024· book-chapter· en· Encyclopedia of Green Materials· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Preface
2023· article· en· IOP Conference Series Materials Science and Engineering· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Multimaterial 3D printing of biocomposite materials
Kayah St. Germain, Hani E. Naguib, Damien Marchand, Médéric Morisset, Laurence Chocinski‐Arnault, Fabienne Touchard
2024· article· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Biomaterials: Intelligent biomaterials 2023
Himansu Sekhar Nanda, Masoud Mozafari, Gulden Camci‐Unal, Seeram Ramakrishna, Ravin Narain
2023· review· en· Current Opinion in Biomedical Engineering· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Closed space-filling curves with controlled orientation for 3D printing
Adrien Bedel, Yoann Coudert‐Osmont, Jonàs Martínez, Rahnuma Islam Nishat, Sue Whitesides, Sylvain Lefèbvre
2021· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About