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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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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 1 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.

aboutno affunlabeled
API Development
2018· book· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
7
citations
affunlabeled
How to Kill the Scrum Monster
2018· book· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
6
citations
affunlabeled
Continuous Integration
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Test-Driven Development
2023· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
aboutno affunlabeled
Auto Code Generation
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Risk Management Frameworks
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
affunlabeled
Final Recommendations
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
affunlabeled
Unintended Consequences
2018· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
Aspect-Oriented Programming
2007· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affunlabeled
Server-Side Rendering
2019· book-chapter· en· Apress eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Database-Driven Web Development
2023· book· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Searching and Sorting
2019· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Shared User Credentials
2017· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
.Net 5 and Entity Framework
2020· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
aboutno affunlabeled
Commodities and Other Exotic Financial Products
2013· book-chapter· en· Apress eBooks· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Industrial Control Systems (ICS)
2017· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Learn Java Fundamentals
2024· book· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Introducing MLOps
2023· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
Core Generative AI Technology
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Privileged Access Management
2017· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
1
citations
affunlabeled
Building a Real-Time Group Chat App
2021· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
fundno affunlabeled
Arduino Measurements in Science
2021· book· en· Apress eBooks· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Vulnerability Management Operations
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
JavaScript Objects
2019· book-chapter· en· Apress eBooks· Decision Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Oracle Machine Learning REST Services
2022· book-chapter· en· Apress eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Vulnerability Management Development
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
How to Use the Recipes
2022· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Expert Office 365
2017· book· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working with Dropdown Lists
2023· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Your First Spring XD Application
2014· book-chapter· en· Apress eBooks· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Tales from the Trenches
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Servers
2021· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Geocoding Addresses
2007· book-chapter· en· Apress eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Initial Preparation
2021· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Basic Filters and Smart Filters
2022· book-chapter· en· Apress eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Remediation
2018· book-chapter· en· Apress eBooks· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
JavaScript Strings
2019· 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
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