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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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Metaheuristic Optimization Algorithms 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.

762 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.
762 works in the cohort · of 4,299,418page 9 of 16

Labels cover 0 of 762 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 762 of 762 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
Population-based coordinate descent algorithm with majority voting
Davood Zaman Farsa, Azam Asilian Bidgoli, Ehsan Rokhsatyazdi, Shahryar Rahnamayan
2021· article· en· Proceedings of the Genetic and Evolutionary Computation Conference Companion· Computer Science
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Ring optimization with extinction
Daniel Ashlock, Sierra Gillis, Gary B. Fogel
2015· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Comparative Studies of Fuzzy Genetic Algorithms
Qing Li, Yixin Yin, Zhiliang Wang, Guangjun Liu
2007· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
NichePSO and the Merging Subswarm Problem
Tyler Crane, Beatrice Ombuki-Berman, Andries P. Engelbrecht
2020· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Ant Colony Optimization for Option Pricing
Sameer Kumar, Ruppa K. Thulasiram, Parimala Thulasiraman
2009· book-chapter· en· Studies in computational intelligence· Computer Science
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Adaptive Multiobjective Memetic Optimization
Hieu V. Dang, Witold Kinsner
2016· article· en· International Journal of Cognitive Informatics and Natural Intelligence· Computer Science
machine prediction:candidate · noneconsensus · none
4
citations
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