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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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Insect Utilization and Effects
Retraction
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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.

530 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.
530 works in the cohort · of 4,299,418page 1 of 11

Labels cover 1 of 530 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 530 of 530 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.

fundno affno abstractunlabeled
Life cycle assessment of edible insects for food protein: a review
Afton Halloran, Nanna Roos, Jørgen Eilenberg, Alessandro Kim Cerutti, Sander Bruun
2016· review· en· Agronomy for Sustainable Development· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
270
citations
aboutno affunlabeled
Regulations on insects as food and feed: a global comparison
Anu Lahteenmäki‐Uutela, Siva Barathi Marimuthu, Nathan Meijer
2021· article· en· Journal of Insects as Food and Feed· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
189
citations
fundno affunlabeled
‘Entomophagy’: an evolving terminology in need of review
Josh Evans, Mohammed Hussen Alemu, Roberto Flore, Michael Bom Frøst, Afton Halloran, Annette Bruun Jensen +11 more
2015· article· en· Journal of Insects as Food and Feed· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
115
citations
affunlabeled
Drying technologies for edible insects and their derived ingredients
Alan Javier Hernández‐Álvarez, Martin Mondor, Irving-Alejandro Piña-Domínguez, Oscar Abel Sánchez‐Velázquez, Guiomar Melgar‐Lalanne
2021· article· en· Drying Technology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
102
citations
affno abstractunlabeled
Insects as an Alternative Protein Source
Yasmeen Akhtar, Murray B. Isman
2017· book-chapter· en· Elsevier eBooks· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
95
citations
affno abstractunlabeled
Entomophagy: A key to space agriculture
Naomi Katayama, Yoji Ishikawa, Muneo Takaoki, M. Yamashita, S. Nakayama, Kenji Kiguchi +3 more
2007· article· en· Advances in Space Research· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
95
citations
affaboutunlabeled
The edible insect sector in Canada and the United States
Jennifer Larouche, Barbara J. Campbell, Louise Hénault-Éthier, Ian J Banks, Jeffery K. Tomberlin, Cheryl Preyer +2 more
2023· article· en· Animal Frontiers· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
72
citations
fundno affunlabeled
Cricket farming as a livelihood strategy in Thailand
Afton Halloran, Nanna Roos, Yupa Hanboonsong
2016· article· en· Geographical Journal· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
72
citations

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