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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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Advanced Manufacturing and Logistics Optimization
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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
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

736 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.
736 works in the cohort · of 4,299,418page 1 of 15

Labels cover 2 of 736 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 736 of 736 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.

venueno affunlabeled
The storage location assignment problem: A literature review
Juan José Reyes, Elyn L. Solano‐Charris, Jairo R. Montoya‐Torres
2018· review· en· International Journal of Industrial Engineering Computations· Engineering
machine prediction:candidate · noneconsensus · none
109
citations
affunlabeled
Schedule-dependent evolution of site layout planning
Emad Elbeltagi, Tarek Hegazy, Abdel Hady Hosny, Adel Eldosouky
2001· article· en· Construction Management and Economics· Engineering
machine prediction:candidate · noneconsensus · none
63
citations
affno abstractunlabeled
Complexity of One-Cycle Robotic Flow-Shops
Nadia Brauner, Gerd Finke, Wiesław Kubiak
2003· article· en· Journal of Scheduling· Engineering
machine prediction:candidate · noneconsensus · none
50
citations
affunlabeled
Optimal Picking Policies in E-Commerce Warehouses
Maximilian Schiffer, Nils Boysen, Patrick S. Klein, Gilbert Laporte, Marco Pavone
2022· article· en· Management Science· Engineering
machine prediction:candidate · noneconsensus · none
47
citations
afffundno abstractunlabeled
Auction-based Simulation for Industrial Crane Operations
Hosein Taghaddos, Arash Eslami, Ulrich Hermann, Simaan AbouRizk, Yasser Mohamed
2019· article· en· Automation in Construction· Engineering
machine prediction:candidate · noneconsensus · none
41
citations

How this was built: Screen · Findings · About