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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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Advances in computational intelligence and robotics book series
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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.

90 results · 1 filter active ·
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20112025
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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.
90 works in the cohort · of 4,299,418page 2 of 2

Labels cover 0 of 90 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 90 of 90 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Emerging AI Trends Shaping the Insurance Industry
Shyam Sunder Agrawal, Saloni Raheja, Nitin Goyal, Amanjot Singh Syan
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
From Transactions to Relationships
Ridhima Sharma, Vaishali Sethi, Jihene Mrabet
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Global Regulatory Landscape
Chrisella Natasia Tanujaya, Binastya Anggara Sekti
2025· book-chapter· Advances in computational intelligence and robotics book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
0
citations
affaboutunlabeled
AI and Employment Transformation in Canadian SMEs
Adenike Adesanmi
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Illuminating Connectivity
Richa Yadav, Shreya Sejani, Bhavya Shah, Parita Oza, Smita Agrawal, Darshana Upadhyay
2025· book-chapter· Advances in computational intelligence and robotics book series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Prototyping Robotic Systems
A.A. Goldenberg
2012· book-chapter· en· Advances in computational intelligence and robotics book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
EFWA as a Method of Optimizing Model Parameters
Daniel C. Lee, Katherine Manson
2020· book-chapter· en· Advances in computational intelligence and robotics book series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Towards Next-Generation Digital Twins for Diabetes
Rajya Lakshmi Gudivaka, Sri Harsha Grandhi, Basava Ramanjaneyulu Gudivaka, Raj Kumar Gudivaka, Dinesh Kumar Reddy Basani, D. R. Sarvamangala
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
GenBlock
S. Paudel, Suresh Raj Sharma, Bishwo Prakash Pokharel
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
The Rise of Independent Financial Media
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Virtual Soar-Agent Implementations
Jeremy Turner
2016· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affaboutunlabeled
AI, Privacy, and Power
Swati Chakraborty
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
AI-Enhanced Learning and Teacher Productivity
Omniah AlQahtani
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
AI-Powered Healthcare Solutions
Leelawati Pokhrel, P. Ithaya Rani, Puneet Garg, Plácido Rogério Pinheiro
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
TrustChain
Suresh Raj Sharma, Naresh Kshetri, S. Paudel, Bishwo Prakash Pokharel
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Overview of Optimization Algorithms in Deep Learning
Sobana Sikkanan, T. Seerangurayar
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Digital Twins and BI
Salam Al-E’mari, Yousef Sanjalawe, Fadi Fataftah, Fuad Fataftah
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Generative AI in Fraud Prevention
Sina Ahmadi, Maral Mazjini
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Automation and Robotics
Oyinkansola Sodiya, Valerie O. Babatope
2025· book-chapter· Advances in computational intelligence and robotics book series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
NBPMF
Zhewei Liang, Gilles Lajoie, Kaizhong Zhang
2020· book-chapter· en· Advances in computational intelligence and robotics book series· Chemistry
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Unleashing the Power of AI for Intelligent Investments
N. Nethravathi, C. Samanvitha, H. Dharmendra, Sriram Ananthan
2024· book-chapter· en· Advances in computational intelligence and robotics book series· Decision Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affaboutunlabeled
From Colonization to Automation
Swati Chakraborty
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Social Sciences
distilled prediction:candidate · stsconsensus · none
0
citations
aboutno affunlabeled
Concept Science
2017· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
AI Surveillance in Education
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Enhanced Complex Event Processing Framework for Geriatric Remote Healthcare
V. Vaidehi, Ravi Ramesh Pathak, R. Bhargavi, Kirupa Ganapathy, C. Sweetlin Hemalatha, A. Annis Fathima +3 more
2018· book-chapter· en· Advances in computational intelligence and robotics book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
AI and Computational Intelligence in Healthcare
Reeta Parmar, Neetu Sharma, Puneet Garg
2025· book-chapter· en· Advances in computational intelligence and robotics book series· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
The Role of Living Labs in the Process of Creating Innovation
Anna Sabat, Anna Florek‐Paszkowska
2016· book-chapter· en· Advances in computational intelligence and robotics book series· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations

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