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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.

65 results · 1 filter active ·
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20062025
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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.
65 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 65 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 65 of 65 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Springer Handbook of Speech Processing
Jacob Benesty, M. M. Sondhi, Yiteng Huang
2007· book· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
716
citations
affno abstractunlabeled
Nonlinear Optics
Robert W. Boyd, Alexander L. Gaeta, Enno Giese
2023· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
100
citations
affno abstractunlabeled
Fundamentals of Noise Reduction
Jingdong Chen, Jacob Benesty, Yiteng Huang, E.J. Diethorn
2007· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
54
citations
affno abstractunlabeled
Behavior-Based Systems
François Michaud, Monica Nicolescu
2016· book-chapter· en· Springer handbooks· Neuroscience
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
52
citations
affno abstractunlabeled
Robotics in Mining
Joshua A. Marshall, Adrian Bonchis, E. Nebot, Steven Scheding
2016· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
50
citations
affno abstractunlabeled
Cybernetics and Learning Automata
B. John Oommen, Sudip Misra
2009· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
42
citations
affno abstractunlabeled
Time Delay Estimation and Source Localization
Yiteng Huang, Jacob Benesty, Jingdong Chen
2007· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
40
citations
affno abstractunlabeled
Introduction to Speech Processing
Jacob Benesty, M. M. Sondhi, Yiteng Huang
2007· book-chapter· en· Springer handbooks· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
38
citations
affno abstractunlabeled
Soil Chamber Measurements
Jens‐Arne Subke, Lars Kutzbach, David Risk
2021· book-chapter· en· Springer handbooks· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
affno abstractunlabeled
Charge Transport in Disordered Materials
S. D. Baranovskiǐ, Oleg Rubel
2017· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
21
citations
affno abstractunlabeled
Parallel Mechanisms
Jean‐Pierre Merlet, Clément Gosselin, Tian Huang
2016· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
19
citations
affno abstractunlabeled
Aircraft-Based Flux Density Measurements
R. L. Desjardins, Devon E. Worth, Ian MacPherson, Matthias Mauder, Jens Bange
2021· book-chapter· en· Springer handbooks· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
18
citations
affno abstractunlabeled
Linear Prediction
Jacob Benesty, Jingdong Chen, Yiteng Huang
2007· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
17
citations
affno abstractunlabeled
Progressive Censoring Methodology
N. Balakrishnan, Erhard Cramer
2012· book-chapter· en· Springer handbooks· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
15
citations
affno abstractunlabeled
Wiener and Adaptive Filters
Jacob Benesty, Yiteng Huang, Jingdong Chen
2007· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
14
citations
affno abstractunlabeled
Nano-Engineered Tunable Photonic Crystals
Harry E. Ruda, Naomi Matsuura
2017· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
13
citations
affno abstractunlabeled
Basics of Wood Drying
Stavros Avramidis, Ciprian Lazarescu, Sohrab Rahimi
2023· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
11
citations
affno abstractunlabeled
Formant Estimation and Tracking
Douglas O’Shaughnessy
2007· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
High Precision Calculations for Helium
G. W. F. Drake
2023· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations
affno abstractunlabeled
Dereverberation
Yiteng Huang, Jacob Benesty, Jingdong Chen
2007· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations
affno abstractunlabeled
Packaging and Reliability Issues in Micro/Nano Systems
Yu-Chuan Su, Jongbaeg Kim, Yu-Ting Cheng, Mu Chiao, Liwei Lin
2017· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations
affno abstractunlabeled
Construction of Wooden Musical Instruments
Chris Waltham, Shigeru Yoshikawa
2018· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · noneconsensus · none
10
citations
affno abstractunlabeled
Glasses for Photonic Integration
R. G. DeCorby, Mehrdad Irannejad
2017· book-chapter· en· Springer handbooks· Materials Science
distilled prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
Sawn Timber Steaming and Drying
Alfred Teischinger, Stavros Avramidis, Christian Hansmann, Ambros Mayrhofer
2023· book-chapter· en· Springer handbooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
affno abstractunlabeled
Analytical Electron Microscopy
Gianluigi A. Botton, Sagar Prabhudev
2019· book-chapter· en· Springer handbooks· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
affno abstractunlabeled
Adaptive Blind Multichannel Identification
Yiteng Huang, Jacob Benesty, Jingdong Chen
2007· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
affno abstractunlabeled
Quantum Optical Tests of the Foundations of Physics
Aephraim M. Steinberg, Paul G. Kwiat, R. Y. Chiao
2006· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Electron–Atom and Electron–Molecule Collisions
I. Kanik, William McConkey, S. Trajmar
2023· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
affno abstractunlabeled
Convergence of IoT and Augmented Reality
Alexis Morris, Georgina Yeboah
2023· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affno abstractunlabeled
Perturbation Theory
Josef Paldus
2006· book-chapter· en· Springer handbooks· Chemistry
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
affno abstractunlabeled
Units and Constants
W.S. Baylis, G. W. F. Drake
2006· book-chapter· en· Springer handbooks· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations
affno abstractunlabeled
Standardization
Wolfgang Kresse, Dávid Dankó, Kian Fadaie
2022· book-chapter· en· Springer handbooks· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Delay-Lines and Digital Waveguides
Gary Scavone
2018· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affno abstractunlabeled
Edge Computing and Distributed Intelligence
Yuansong Qiao, Abdelhakim Hafid, Nazim Agoulmine, Amir Karamoozian, Lotfi Tamazirt, Brian Lee
2023· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Ion–Atom and Atom–Atom Collisions
Tom Kirchner, A. L. Ford, J. F. Reading
2023· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Digital Sensing of Musical Instruments
Peter F. Driessen, George Tzanetakis
2018· book-chapter· en· Springer handbooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Quantum Optical Tests of the Foundations of Physics
Lynden K. Shalm, Aephraim M. Steinberg, Paul G. Kwiat, R. Y. Chiao
2023· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Perturbation Theory
Josef Paldus
2023· book-chapter· en· Springer handbooks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
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