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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 networks and systems
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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.

594 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.
594 works in the cohort · of 4,299,418page 10 of 12

Labels cover 1 of 594 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 594 of 594 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

fundno affno abstractunlabeled
Bio-Inspired Computing
Duong Ngoc Hieu
2025· book· en· Lecture notes in networks and systems· Decision Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
fundno affno abstractunlabeled
Information Systems and Technologies
Álvaro Rocha, Hojjat Adeli, Gintautas Dzemyda, Fernando Moreira, Valentina Colla
2024· book· en· Lecture notes in networks and systems· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
affno abstractunlabeled
IoT-Based Temperature Monitoring for Optimizing Process Efficiency
Achraf El Allaoui, Loubna El Ansari, Atae Semmar, Wafaa Dachry, Hassan Gziri, Hicham Medromi
2025· book-chapter· en· Lecture notes in networks and systems· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
0
citations
affno abstractunlabeled
Cross Modal Person Re-Identification Using HOG
Zarin Hadika, Amran Bhuiyan
2025· book-chapter· en· Lecture notes in networks and systems· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
fundno affno abstractunlabeled
Bio-Inspired Computing
2025· book· en· Lecture notes in networks and systems· Decision Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
aboutno affno abstractunlabeled
The Challenges in Waste Management During the Pandemic
Alexander Scherbakov, Elena Kuzbagarova, O. G. Karnaukhova
2023· book-chapter· en· Lecture notes in networks and systems· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Wood Surface Defects Detection Based on AI Algorithm Yolov7
Soukaina Afaf, Anas Abou El Kalam, Yassine Bouslimani
2024· book-chapter· en· Lecture notes in networks and systems· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
0
citations
fundno affno abstractunlabeled
Bio-Inspired Computing
2025· book· en· Lecture notes in networks and systems· Decision Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
affno abstractunlabeled
Tunisian Normalized Pronunciation
Houcemeddine Turki, Maik Gibson, Rafik Zribi, Imed Adel, Mohamed Ali Hadj Taieb, Mohamed Ben Aouicha +3 more
2025· book-chapter· en· Lecture notes in networks and systems· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
0
citations
affno abstractunlabeled
Explainable Machine Learning Models Assessing Lending Risk
Khalid Nassiri, Moulay A. Akhloufi
2024· book-chapter· en· Lecture notes in networks and systems· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
affno abstractunlabeled
Introducing Connotation Similarity
Marina Danchovsky Ibrishimova, Kin Fun Li
2019· book-chapter· en· Lecture notes in networks and systems· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations

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