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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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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.

40 results · 1 filter active ·
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20142025
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Categories
Machine labels · sparse coverage
Evidence
Language
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
40 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 40 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 40 of 40 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
CFD Modelling for Wastewater Treatment Processes
Julien Laurent, Randal Samstag, Ingmar Nopens, Edward Wicklein, Rainier Hreiz, Damien J. Batstone +11 more
2022· book· en· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
12
citations
aboutno affunlabeled
Indigenous water and Mother Earth
Margot Hurlbert
2022· book-chapter· en· IWA Publishing eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Asset Management of Urban Drainage Systems
Frédéric Cherqui, F.H.L.R. Clemens, Franz Tscheikner-Gratl, Bert van Duin
2024· book· en· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Anaerobic Digestate Management
Vinay Kumar Tyagi, Kaoutar Aboudi, Çiğdem Eskicioğlu, Felipe Guilayn, Gabriel Capson‐Tojo, Julie Jimenez +54 more
2022· book· en· IWA Publishing eBooks· Engineering
machine prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Modelling N2O production and emissions
Mathieu Spérandio, Longqi Lang, Fabrizio Sabba, Robert Nerenberg, Peter A. Vanrolleghem, Carlos Domingo‐Félez +4 more
2022· book-chapter· en· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Data management and quality control
Jacques Auger, J.-B. Besnier, M. van Bijnen, Frédéric Cherqui, G. Chuzeville, F.H.L.R. Clemens +11 more
2024· book-chapter· en· IWA Publishing eBooks· Engineering
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Benchmarking strategies to control GHG production and emissions
Xavier Flores‐Alsina, Magnus Arnell, Lluís Corominas, Chris Sweetapple, Guangtao Fu, David Butler +3 more
2022· book-chapter· en· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Operation, maintenance and rehabilitation techniques
Mahdi Bahrami, Floris Boogaard, Bert Bosseler, Frédéric Cherqui, Bert van Duin, Fabian Funke +9 more
2024· book-chapter· en· IWA Publishing eBooks· Engineering
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Practical procedures for sensor quality assessment
J. Alferes, O. Grievson, Colm Heffernan, D. Lumley, T. Massiri, Adrienne Menniti +3 more
2024· book-chapter· en· IWA Publishing eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Types of data: terminology and examples
Queralt Plana, Kris Villez
2024· book-chapter· en· IWA Publishing eBooks· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Conclusions and outlook
D. Aguado, J. Alferes, Adrienne Menniti, Queralt Plana, M.V. Ruano, Ola Samuelsson +2 more
2024· book-chapter· en· IWA Publishing eBooks· Computer Science
machine prediction:candidate · metaresearchconsensus · none
0
citations
affunlabeled
From condition-based to service-based strategies
Steve Auger, Liam Carson, Frédéric Cherqui, Shamsuddin Daulat, Bert van Duin, Norman F. Neumann +4 more
2024· book-chapter· en· IWA Publishing eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Inledning
D. Aguado, J. Alferes, Queralt Plana, M.V. Ruano, Ola Samuelsson, Kris Villez
2025· book-chapter· sv· IWA Publishing eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Full-scale emission results (N2O and CH4)
V. Vasilaki, Maite Pijuan, Haoran Duan, Evina Katsou
2022· book-chapter· en· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Metadata för en systematisk beskrivning av signaldata
José Júlio Alferes, Juan Antonio Baeza, Niels Nicolaï, J-D. Therrien, Queralt Plana, Kris Villez
2025· book-chapter· sv· IWA Publishing eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Front-matter
2023· book-chapter· en· IWA Publishing eBooks· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
基于微生物电化学技术平台的碳增值
Jayesh M. Sonawane, Zhiyong Jason Ren, Deepak Pant
2023· book-chapter· zh· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
脱碳政策和水务行业的机会
Jason A. Turgeon, Steven A. Conrad, Peter A. Vanrolleghem
2023· book-chapter· en· IWA Publishing eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Rules and regulations
Frédéric Cherqui, Bert van Duin, Nathalie Hernández, Karsten Kerres, Bardia Roghani, Franz Tscheikner-Gratl
2024· book-chapter· en· IWA Publishing eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Preface
2019· book-chapter· en· IWA Publishing eBooks· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Metadata for a systematic description of signal data
José Júlio Alferes, Juan Antonio Baeza, Niels Nicolaï, J-D. Therrien, Queralt Plana, Kris Villez
2024· book-chapter· en· IWA Publishing eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Customer and community perspective
2019· book-chapter· en· IWA Publishing eBooks· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Introduction
D. Aguado, J. Alferes, Queralt Plana, M.V. Ruano, Ola Samuelsson, Kris Villez
2024· book-chapter· en· IWA Publishing eBooks· Earth and Planetary Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Slutsatser och framtidsutblick
D. Aguado, J. Alferes, Adrienne Menniti, Queralt Plana, M.V. Ruano, Ola Samuelsson +2 more
2025· book-chapter· sv· IWA Publishing eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Datatyper: terminologi och exempel
Queralt Plana, Kris Villez
2025· book-chapter· sv· IWA Publishing eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About