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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
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.

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 7 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.

affunlabeled
Waste Plastic Direct Extrusion Hangprinter
Aliaksei Petsiuk, Bharath Lavu, Rachel Dick, Joshua M. Pearce
2022· article· en· Inventions· Engineering
distilled prediction:candidate · noneconsensus · none
24
citations
afffundunlabeled
A Review of 3D Printing Batteries
Maryam Mottaghi, Joshua M. Pearce
2024· review· en· Batteries· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
22
citations
affno abstractunlabeled
Biopolymers
Rehan Ali Pradhan, Saadman Sakib Rahman, Ahmed Jawad Qureshi, Aman Ullah
2020· book-chapter· en· Elsevier eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
22
citations
venueno affno abstractunlabeled
Material Culture Review
2024· paratext· en· Material Culture Review· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
22
citations
afffundunlabeled
LattGen: A TPMS lattice generation tool
Hilda Chris-Amadin, Osezua Ibhadode
2024· article· de· Software Impacts· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
21
citations
affno abstractunlabeled
Lignin: A multi-faceted role/function in 3D printing inks
Jian Yang, Xingye An, Bin Lü, Haibing Cao, Zhengbai Cheng, Xin Tong +2 more
2024· article· en· International Journal of Biological Macromolecules· Engineering
distilled prediction:candidate · noneconsensus · none
20
citations

How this was built: Screen · Findings · About