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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 1 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.

afffundunlabeled
Multi‐Material 3D and 4D Printing: A Survey
Mohammad Rafiee, Rouhollah D. Farahani, Daniel Therriault
2020· review· en· Advanced Science· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
632
citations
afffundunlabeled
Additively manufactured metallic biomaterials
Elham Davoodi, Hossein Montazerian, Anooshe Sadat Mirhakimi, Masoud Zhianmanesh, Osezua Ibhadode, Shahriar Imani Shahabad +10 more
2021· review· en· Bioactive Materials· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
219
citations
affunlabeled
A Review of Metal Additive Manufacturing Technologies
Mostafa Yakout, M.A. Elbestawi, Stephen C. Veldhuis
2018· review· en· Diffusion and defect data, solid state data. Part B, Solid state phenomena/Solid state phenomena· Engineering
distilled prediction:candidate · metaepi_narrow+open_science+research_integrityconsensus · metaepi_narrow+open_science
188
citations
fundno affunlabeled
Rapid Prototyping Technology
Kenneth W. Cooper
2001· book· en· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
153
citations
affunlabeled
Connected fermat spirals for layered fabrication
Haisen Zhao, Fanglin Gu, Qixing Huang, Jorge Saavedra, Yong Chen, Changhe Tu +4 more
2016· article· en· ACM Transactions on Graphics· Engineering
distilled prediction:candidate · noneconsensus · none
152
citations
affunlabeled
Biomimetics and its tools
Kristina Wanieck, Pierre-Emmanuel Fayemi, Nicolas Maranzana, Cordt Zollfrank, Shoshanah Jacobs
2017· article· en· Bioinspired Biomimetic and Nanobiomaterials· Engineering
distilled prediction:candidate · noneconsensus · none
127
citations
affunlabeled
CurviSlicer
Jimmy Etienne, Nicolas Ray, Daniele Panozzo, Samuel Hornus, Charlie C. L. Wang, Jonàs Martínez +4 more
2019· article· en· ACM Transactions on Graphics· Engineering
distilled prediction:candidate · noneconsensus · none
114
citations

How this was built: Screen · Findings · About