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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.

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.

221 results · 1 filter active ·
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20032025
Publication date
Categories
Machine labels · sparse coverage
Evidence
Language
Type
Citations
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
221 works in the cohort · of 4,299,418page 2 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
Sample PAM Use Cases
2017· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Working with Shape Warp (Liquify) Tools
2022· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Initial Preparation
2021· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Making It All Work
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Format Calculations
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Basic Filters and Smart Filters
2022· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Time Range Calculations
2019· book-chapter· en· Apress eBooks· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Conclusion
2018· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Tools for Video
2018· book-chapter· en· Apress eBooks· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Walter Levitt
2016· book-chapter· en· Apress eBooks· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Remediation
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Introduction to JavaScript Syntax
2025· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Introduction to TouchDevelop
2013· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Working with Semistructured Data
2019· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Working with Type Paths
2022· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Women Leaders at Work
2011· book· en· Apress eBooks· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Advanced Generators
2021· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Web Applications
2019· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Tools for Animation and Video
2018· book-chapter· en· Apress eBooks· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
A Database-Driven Menu System
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Privileges
2017· book-chapter· en· Apress eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Setting Up the Environment
2025· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Benefits Beyond Revenue
2018· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Existing Solutions
2022· book-chapter· en· Apress eBooks· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Log Analysis
2022· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Introduction to Apache
2004· book-chapter· en· Apress eBooks· Decision Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Digital Signatures and Barcodes
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Import Your Audio and Video
2018· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Introduction to Warps
2022· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Basic Filters for Photo Restoration
2024· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Building Blocks of JavaScript
2025· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Stacks and Queues
2019· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Model View Controller
2019· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Using Relational Databases
2008· book-chapter· en· Apress eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Vulnerability Management Design
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
A Database-Driven Menu System
2021· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Game Project: Memory
2019· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Why Storytelling?
2022· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Action Wizard and JavaScript
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working with Symbol Warping Tools
2022· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Insider Threats
2017· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Audio
2019· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
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How this was built: Screen · Findings · About