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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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Complex Network Analysis Techniques
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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.

1,618 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.
1,618 works in the cohort · of 4,299,418page 8 of 33

Labels cover 3 of 1,618 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 1,618 of 1,618 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Evolving Extremal Epidemic Networks
Daniel Ashlock, Fatemeh Jafargholi
2007· article· en· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
affno abstractunlabeled
Robust keyword search in large attributed graphs
Spencer Bryson, Heidar Davoudi, Lukasz Golab, Mehdi Kargar, Yuliya Lytvyn, Piotr Mierzejewski +2 more
2020· article· en· Information Retrieval· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
afffundunlabeled
Two-mode networks exhibiting data loss
Steve Kirkland
2017· article· en· Journal of Complex Networks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
20
citations
afffundunlabeled
Propagation on networks: An exact alternative perspective
Pierre‐André Noël, Antoine Allard, Laurent Hébert‐Dufresne, Vincent Marceau, Louis J. Dubé
2012· article· en· Physical Review E· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
19
citations
afffundunlabeled
Growing Protean Graphs
Paweł Prałat, Nicholas Wormald
2007· article· en· Internet Mathematics· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
18
citations
affno abstractunlabeled
Spatial Models for Virtual Networks
Jeannette Janssen
2010· book-chapter· en· Lecture notes in computer science· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
17
citations
affunlabeled
Evaluating node embeddings of complex networks
Arash Dehghan-Kooshkghazi, Bogumił Kamiński, Łukasz Kraiński, Paweł Prałat, François Théberge
2022· article· en· Journal of Complex Networks· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
17
citations
affno abstractunlabeled
Homophily and Long-Run Integration in Social Networks
Yann Bramoullé, Sergio Currarini, Matthew O. Jackson, Paolo Pin, Brian W. Rogers
2012· article· en· SSRN Electronic Journal· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
17
citations

How this was built: Screen · Findings · About