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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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Machine Learning in Materials Science
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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.

1,108 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.
1,108 works in the cohort · of 4,299,418page 15 of 23

Labels cover 4 of 1,108 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 1,108 of 1,108 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
(Invited) High-Throughput Development of LiCoPO<sub>4</sub>
Nooshin Zeinali Galabi, Shipeng Jia, Antranik Jonderian, Gabin Yoon, Sang Bok, Eric McCalla
2023· article· en· ECS Meeting Abstracts· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Buffer screen by DSLS of C-HEAT and N-HEAT domains
Claudia Alvarez, Rachel Harding, Ashley Hutchinson, Alma Seitova, C.H. Arrowsmith
2019· dataset· en· Zenodo (CERN European Organization for Nuclear Research)· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Optimizing Anode Change in Aluminum Cells—A Digital Twin Approach
Sébastien Guérard, Pierre-Luc Voyer
2025· book-chapter· en· ˜The œminerals, metals & materials series· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
affno abstractunlabeled
Hot Molecular Core
Muriel Gargaud, William M. Irvine, Ricardo Amils, Daniele L. Pinti, José Cernicharo Quintanilla, Daniel Rouan +3 more
2015· book-chapter· en· Encyclopedia of Astrobiology· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Svobodná škola
2019· other· en· Digital Repository (National Repository of Grey Literature)· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
aboutno affunlabeled
Inthrow.
2016· book· en· Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)· Materials Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · sts+open_science+insufficient_payload
0
citations
aboutno affunlabeled
judi online pulsa tanpa potongan
2021· other· id· OSF Preprints (OSF Preprints)· Materials Science
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+open_science+research_integrity+insufficient_payload
0
citations
affno abstractunlabeled
Rutherford–Bohr Atomic Model
Ervin B. Podgoršak
2013· book-chapter· en· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Natural Materials Analysis Spectrum
2021· article· en· Zenodo (CERN European Organization for Nuclear Research)· Materials Science
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Scanner Camera
2009· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
The Crimes of Dr. Thomas Neill Cream (QC/ON)
2020· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Ticked Off By Lyme
2019· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
[no title]
2021· other· en· Directory of Open access Books (OAPEN Foundation)· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
affunlabeled
Buffer screen by DSLS of C-HEAT and N-HEAT domains
Claudia Alvarez, Rachel Harding, Ashley Hutchinson, Alma Seitova, C.H. Arrowsmith
2019· dataset· en· Figshare· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About