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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 global change research
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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.

52 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
52 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 52 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 52 of 52 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Climate Change Adaptation as a Social Process
Johanna Wolf
2011· book-chapter· en· Advances in global change research· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
96
citations
affno abstractunlabeled
Environmental Migration and Social Inequality
Robert McLeman, Jeanette Schade, Thomas Faist
2015· book· en· Advances in global change research· Social Sciences
distilled prediction:candidate · noneconsensus · none
56
citations
affunlabeled
Ecosystem Management of the Boreal Forest in the Era of Global Change
Sylvie Gauthier, Timo Kuuluvainen, S. Ellen Macdonald, Ekaterina Shorohova, А. Shvidenko, Annie‐Claude Bélisle +6 more
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · noneconsensus · none
29
citations
affunlabeled
Building a Framework for Adaptive Silviculture Under Global Change
Anthony W. D’Amato, Brian J. Palik, Patricia Raymond, Klaus J. Puettmann, Miguel Montoro Girona
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
28
citations
affunlabeled
Deadwood Biodiversity
Therese Löfroth, Tone Birkemoe, Ekaterina Shorohova, Mats Dynesius, Nicole J. Fenton, Pierre Drapeau +1 more
2023· book-chapter· en· Advances in global change research· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
23
citations
affunlabeled
Millennial-Scale Disturbance History of the Boreal Zone
Tuomas Aakala, Cécile C. Remy, Dominique Arseneault, Hubert Morin, Martin P. Girardin, Fabio Gennaretti +8 more
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
21
citations
affno abstractunlabeled
Introduction
James D. Ford, Lea Berrang‐Ford
2011· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
12
citations
affunlabeled
Silviculture of Mixed-Species and Structurally Complex Boreal Stands
Patricia Raymond, Magnus Löf, Philip G. Comeau, Lars Rytter, Miguel Montoro Girona, Klaus J. Puettmann
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
affunlabeled
Current Symptoms of Climate Change in Boreal Forest Trees and Wildlife
Loïc D’Orangeville, Martin‐Hugues St‐Laurent, Laura Boisvert‐Marsh, Xianliang Zhang, Guillaume Bastille‐Rousseau, Malcolm S. Itter
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
affunlabeled
Living Trees and Biodiversity
Aino Hämäläinen, Kadri Runnel, Grzegorz Mikusiński, D. E. Himelbrant, Nicole J. Fenton, Piret Lõhmus
2023· book-chapter· en· Advances in global change research· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Biomass Burning and Climate: An Introduction
John L. Innes
2000· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
affunlabeled
Selected Examples of Interactions Between Natural Disturbances
Jean‐Claude Ruel, Beat Wermelinger, Sylvie Gauthier, Philip J. Burton, Kaysandra Waldron, Ekaterina Shorohova
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
5
citations
affno abstractunlabeled
Dating Landslides with Trees
John J. Clague
2010· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
5
citations
affunlabeled
Modeling Natural Disturbances in Boreal Forests
Rupert Seidl, Marie‐Josée Fortin, Juha Honkaniemi, Melissa S. Lucash
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
affunlabeled
Remote Sensing at Local Scales for Operational Forestry
Udayalakshmi Vepakomma, Denis Cormier, Linnea Hansson, Bruce Talbot
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Sustainable Agriculture and Its Role in Enhancing Climate Resilience
Shakeel Ahmad, Mukhtar Ahmed, Ghulām Qādir, Muhammad Yousaf Raza, Naeem Abbas Malik, Amjad Malik
2025· book-chapter· en· Advances in global change research· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Regenerative Agriculture
Muhammad Yousaf Raza, Mukhtar Ahmad, Ghulām Qādir, Saima Ikram, Shakeel Ahmad, Amjad Malik
2025· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Network Framework for Forest Ecology and Management
Élise Filotas, Isabelle Witté, Núria Aquilué, Chris Brimacombe, Pierre Drapeau, William S. Keeton +3 more
2023· book-chapter· en· Advances in global change research· Environmental Science
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Whither Dendrogeomorphology?
Markus Stoffel, Michelle Bollschweiler, David R. Butler, Brian H. Luckman
2010· book-chapter· en· Advances in global change research· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
Global Evaluation of Climate-Resilient Agricultural Practices
Muhammad Yousaf Raza, Mukhtar Ahmed, Shakeel Ahmad, Amjad Malik
2025· book-chapter· en· Advances in global change research· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
0
citations

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