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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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Integrated Energy Systems 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
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aboutaboutness

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

797 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.
797 works in the cohort · of 4,299,418page 4 of 16

Labels cover 2 of 797 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 797 of 797 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.

afffundunlabeled
A review on optimization of district energy systems
Diaa Abdelghani, Seama Koohi‐Fayegh, Henrik Lund, Peter Sorknæs
2025· article· en· Renewable and Sustainable Energy Reviews· Engineering
machine prediction:candidate · noneconsensus · none
13
citations
aboutno affunlabeled
Hydrogen Demonstration Project Evaluations: FINAL REPORT for IEA – International Energy Agency HIA – Hydrogen Implementing Agreement Task 18: Integrated Systems Evaluation Subtask B: Demonstration Project Evaluations
Øystein Ulleberg, Hiroshi Ito, María Hildur Maack, Bengt Ridell, Shannon Miles, Nick Kelly +4 more
2007· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Engineering
machine prediction:candidate · noneconsensus · none
12
citations
affno abstractunlabeled
Fundamentals of Energy Modelling for Positive Energy Districts
Luigi Bottecchia, Andrea Gabaldón, Tony Castillo-Calzadilla, Silvia Soutullo, Saeed Ranjbar, Ursula Eicker
2021· book-chapter· en· Smart innovation, systems and technologies· Engineering
machine prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
Exergy Analysis of Renewable Energy Systems
İbrahim Dinçer, Marc A. Rosen
2012· book-chapter· en· Elsevier eBooks· Engineering
machine prediction:candidate · noneconsensus · none
11
citations

How this was built: Screen · Findings · About