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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.

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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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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.

221 results · 1 filter active ·
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20032025
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Categories
Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
221 works in the cohort · of 4,299,418page 3 of 5

Labels cover 0 of 221 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 221 of 221 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Design
Andre Milchman
2025· book-chapter· en· Apress eBooks· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
First Steps with Lean
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Setting Up Your Photoshop Workspace
Jennifer Harder
2024· book-chapter· en· Apress eBooks· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Texture
James Parker
2025· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Dynamism
James Parker
2025· book-chapter· en· Apress eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Color
James Parker
2025· book-chapter· en· Apress eBooks· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Form
James Parker
2025· book-chapter· en· Apress eBooks· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Problem
Andre Milchman
2025· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Architecture
Andre Milchman
2025· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Tools for Photo Restoration: Part 1
Jennifer Harder
2024· book-chapter· en· Apress eBooks· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Sets
Sammie Bae
2019· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
The Attack Chain
Morey J. Haber, Brad Hibbert
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Adjusting Colors and Saving Artwork
Jennifer Harder
2022· book-chapter· en· Apress eBooks· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Measuring and Analyzing
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Introduction to Actions
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Secure Data Sharing
Dmitry Anoshin, Dmitry Shirokov, Donna Strok
2019· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Shape Tools, Pen Tools, and Creating Paths
Jennifer Harder
2022· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Essential MySQL Skills
Thomas Valentine
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Testing Gameplay
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
MVPs in Practice
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Health Professions
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
0
citations
affunlabeled
Implementation
Andre Milchman
2025· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
SQL Server Rises to the Clouds
Bob Ward
2024· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Importing an Image into a Button
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Building Training Pipelines
Dayne Sorvisto
2023· book-chapter· en· Apress eBooks· Decision Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Multiple Formatting
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
More About Games
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Consolidating Knowledge Before Expanding
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Interactions
R. Nigel Horspool, Nikolai Tillmann
2013· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Cloud Native Operations
Taras Gleb
2021· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Exploring the Basic APIs, Part 1
Jeff Friesen
2014· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Generating Hypotheses
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Interactive Infographics with SVG
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
An Inception in Practice
Julia Naomi Rosenfield Boeira
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Multistate Check Boxes
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
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