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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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Digital Transformation in Industry
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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
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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.

948 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.
948 works in the cohort · of 4,299,418page 11 of 19

Labels cover 6 of 948 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 948 of 948 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Case Studies in Digital Twins
Bentley Oakes, Houxiang Zhang, Lars Ivar Hatledal, Hao Feng, Mirgita Frasheri, Michael Sandberg +2 more
2024· book-chapter· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Interplay Between Amazon Store and Logistics
Patrick Andreoli Versbach, Joshua S. Gans
2023· article· en· SSRN Electronic Journal· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
On the Performability of Fault-Tolerant NCSs with Video Sensors
Hadeer Ahmed, Tarek K. Refaat, Hassan H. Halawa, Ramèz M. Daoud, Hassanein H. Amer
2018· book-chapter· en· Advances in intelligent systems and computing· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Design or Redesign Business Models' Innovation in the Digital Transformation Context
Patrick Ratte, Elaine Mosconi, Leandro Feitosa Jorge
2022· article· en· 2022 IEEE 28th International Conference on Engineering, Technology and Innovation (ICE/ITMC) & 31st International Association For Management of Technology (IAMOT) Joint Conference· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Towards a Sustainable Digitalization Roadmap for SMEs
Daryl Powell, Jacobo Marino, Christian Holm Edvardsen, Emrah Arica
2024· book-chapter· en· IFIP advances in information and communication technology· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Introduction
Abdulmotaleb El Saddik
2023· book-chapter· en· Elsevier eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
Organizational Support
2023· book-chapter· en· Cambridge University Press eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
fundno affunlabeled
Evolution at the Core of Digital Twin Engineering
Tarek AlSkaif, Önder Babur, Francis Bordeleau, Loek Cleophas, Benoît Combemale, Joachim Denil +6 more
2025· article· en· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
A Data-Driven Urban Digital Twin Approach for Evaluating Positive Energy District Potential Using OGC Standards in Stuttgart
Rushikesh Padsala, Basak Falay, Ali Hainoun, Volker Coors
2025· article· en· ˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences· Engineering
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
2
citations
affno abstractunlabeled
Design for End of Life 4.0
Samira Keivanpour
2021· book-chapter· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations

How this was built: Screen · Findings · About