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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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Lecture notes in civil engineering
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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.

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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.

1,497 results · 1 filter active ·
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20172025
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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.
1,497 works in the cohort · of 4,299,418page 18 of 30

Labels cover 0 of 1,497 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 1,497 of 1,497 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Engineered Sludge-Derived Biochar for Lincomycin Removal from Water
Shahab Minaei, Khaled Zoroufchi Benis, Kerry N. McPhedran, Jafar Soltan
2024· book-chapter· en· Lecture notes in civil engineering· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Novel Green Mortar Incorporating Crumb Rubber and Wood Fly Ash
Samantha Krieg, Rubaiya Rumman, Meraj Rubayat Kamal, Ahmed Bediwy, Kishoare Tamanna, M. Shahria Alam
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Damage Index for Soft-Story Wood Frame Buildings
Sultanur Ashikin, Sifat Muin, Asif Iqbal
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
afffundno abstractunlabeled
Algorithmic Mix Design for 3D Printing Materials
Vasileios Sergis, Claudiane Ouellet‐Plamondon
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
The Use of BIM in Railway Projects
Megan Doume, Érik Poirier
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
In-Situ Testing of Commercial Steel Building Retrofits
Thomas Dalkowski, Christopher Baldwin, Cynthia A. Cruickshank
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Piezo Monitoring of Concrete—A Review Paper
Manisha Madipalli, Sakshi Aneja, Ashutosh Sharma, Rishi Gupta, Caterina Valeo
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
A Decision Support System for Equipment Replacement
Elyar Pourrahimian, Rana Ead, Mohamed ElMenshawy, Simaan AbouRizk
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Large-Span Soil-Steel Structures in the Mining Industry
Kareem Embaby, M. Hesham El Naggar, Meckkey El Sharnouby
2024· book-chapter· en· Lecture notes in civil engineering· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
0
citations

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