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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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SpringerBriefs in computer science
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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.

153 results · 1 filter active ·
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20122025
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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.
153 works in the cohort · of 4,299,418page 3 of 4

Labels cover 0 of 153 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 153 of 153 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.

affno abstractunlabeled
Conclusions and Future Research Directions
Huaqing Wu, Feng Lyu, Xuemin Shen
2021· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Conjunctive Query over Encrypted Multidimensional Data
Mi Wen, Rongxing Lu, Xiaohui Liang, Jingsheng Lei, Xuemin Shen
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Related Work
Stefan Grüner, Apurva Kumar, Tom Maibaum, Markus Roggenbach
2020· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Adaptive Congestion Control (ACC)
Dizhi Zhou, Wei Song
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Conclusions and Future Directions
Muhammad Ismail, Weihua Zhuang
2013· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Efficient Incentive Scheme
Mohamed Mahmoud, Xuemin Shen
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Conclusion
Lingyu Wang, Massimiliano Albanese, Sushil Jajodia
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
A General Method for Composing an Engineering HB
Stefan Grüner, Apurva Kumar, Tom Maibaum, Markus Roggenbach
2020· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Cailian Chen, Shanying Zhu, Xinping Guan, Xuemin Shen
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Introduction
Dizhi Zhou, Wei Song
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Advanced Wireless Communication Networks
Dongmei Zhao
2012· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Basic Structure of High-Dimensional Spaces
David B. Skillicorn
2012· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Lingyu Wang, Massimiliano Albanese, Sushil Jajodia
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Methods for Text Generation in NLP
Stan Matwin, Aristides Milios, Paweł Prałat, Amílcar Soares, François Théberge
2023· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Conclusions
Stan Matwin, Aristides Milios, Paweł Prałat, Amílcar Soares, François Théberge
2023· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
System Model
Mohamed Mahmoud, Xuemin Shen
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Sanaa Taha, Xuemin Shen
2013· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Conclusions and Future Work
Cailian Chen, Shanying Zhu, Xinping Guan, Xuemin Shen
2014· book-chapter· en· SpringerBriefs in computer science· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Background and Literature Survey
Zhongming Zheng, Lin Cai, Xuemin Shen
2013· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Stan Matwin, Aristides Milios, Paweł Prałat, Amílcar Soares, François Théberge
2023· book-chapter· en· SpringerBriefs in computer science· Physics and Astronomy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Overview of Communication and Computing in IoV
Mushu Li, Jie Gao, Xuemin Shen, Lian Zhao
2022· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Conclusions and Future Research Directions
Samuel D. Okegbile, Jun Cai, Changyan Yi
2024· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Mushu Li, Jie Gao, Xuemin Shen, Lian Zhao
2022· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Conclusions
Mushu Li, Jie Gao, Xuemin Shen, Lian Zhao
2022· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Reinforcement Learning Background
Alice Faisal, Ibrahim Al-Nahhal, Octavia A. Dobre, Telex M. N. Ngatched
2024· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Gulnara Z. Karimova
2025· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Topic and Sentiment Modelling for Social Media
Stan Matwin, Aristides Milios, Paweł Prałat, Amílcar Soares, François Théberge
2023· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Summary and Future Directions
Wei Gong, Jiangchuan Liu, Weiqi Wu
2024· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Tingting Yang, Xuemin Shen
2020· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Blockchain-Enabled Data Sharing Solution for HDT
Samuel D. Okegbile, Jun Cai, Changyan Yi
2024· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Spectrum-Efficient Backscatter for Smart Homes
Wei Gong, Jiangchuan Liu, Weiqi Wu
2024· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction
Wei Gong, Jiangchuan Liu, Weiqi Wu
2024· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Introduction
Duy H. N. Nguyen, Tho Le‐Ngoc
2014· book-chapter· en· SpringerBriefs in computer science· Engineering
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Introduction
Kaisong Huang, Tianzheng Wang
2023· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
System Model
Hassan Aboubakr Omar, Weihua Zhuang
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Wireless Routing Protocols for NANs
Quang‐Dung Ho, Yue Gao, Gowdemy Rajalingham, Tho Le‐Ngoc
2014· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations

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