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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 ·
Results by year
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 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
Sample PAM Use Cases
Morey J. Haber, Brad Hibbert
2017· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Initial Preparation
Robert Fantina, Andriy Storozhuk, Kamal Goyal
2021· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Making It All Work
Morey J. Haber, Brad Hibbert
2018· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Format Calculations
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Basic Filters and Smart Filters
Jennifer Harder
2022· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Time Range Calculations
Kathi Kellenberger, Clayton Groom, Ed Pollack
2019· book-chapter· en· Apress eBooks· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Conclusion
Morey J. Haber, Brad Hibbert
2018· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Tools for Video
Jennifer Harder
2018· book-chapter· en· Apress eBooks· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Walter Levitt
Josh Steimle
2016· book-chapter· en· Apress eBooks· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Remediation
Morey J. Haber, Brad Hibbert
2018· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
API Authentication and Authorization
Sascha Preibisch
2018· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Introduction to JavaScript Syntax
Sonu Kapoor
2025· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Introduction to TouchDevelop
R. Nigel Horspool, Nikolai Tillmann
2013· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working with Semistructured Data
Dmitry Anoshin, Dmitry Shirokov, Donna Strok
2019· book-chapter· en· Apress eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working with Type Paths
Jennifer Harder
2022· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Women Leaders at Work
Elizabeth Ghaffari
2011· book· en· Apress eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Advanced Generators
Micheal Lanham
2021· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Development Methodologies and Framework
Robert Fantina, Andriy Storozhuk, Kamal Goyal
2021· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Web Applications
Mike O’Leary
2019· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Tools for Animation and Video
Jennifer Harder
2018· book-chapter· en· Apress eBooks· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
A Database-Driven Menu System
Thomas Valentine
2023· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Privileges
Morey J. Haber, Brad Hibbert
2017· book-chapter· en· Apress eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Setting Up the Environment
Sonu Kapoor
2025· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Benefits Beyond Revenue
George Watt, Howard Abrams
2018· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Existing Solutions
Maris Sekar
2022· book-chapter· en· Apress eBooks· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Log Analysis
Maris Sekar
2022· book-chapter· en· Apress eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Introduction to Apache
Darren James Harkness
2004· book-chapter· en· Apress eBooks· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Digital Signatures and Barcodes
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Import Your Audio and Video
Jennifer Harder
2018· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Introduction to Warps
Jennifer Harder
2022· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Basic Filters for Photo Restoration
Jennifer Harder
2024· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Building Blocks of JavaScript
Sonu Kapoor
2025· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Stacks and Queues
Sammie Bae
2019· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Model View Controller
Sloan Kelly
2019· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Using Relational Databases
2008· book-chapter· en· Apress eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Vulnerability Management Design
Morey J. Haber, Brad Hibbert
2018· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
A Database-Driven Menu System
Thomas Valentine
2021· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Game Project: Memory
Sloan Kelly
2019· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Why Storytelling?
Maris Sekar
2022· book-chapter· en· Apress eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Action Wizard and JavaScript
Jennifer Harder
2023· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working with Symbol Warping Tools
Jennifer Harder
2022· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Insider Threats
Morey J. Haber, Brad Hibbert
2017· book-chapter· en· Apress eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Audio
Sloan Kelly
2019· book-chapter· en· Apress eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About