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

880 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.
880 works in the cohort · of 4,299,418page 4 of 18

Labels cover 1 of 880 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 880 of 880 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
Beyond the lan
Jeff Dyck, Carl Gutwin, T.C. Nicholas Graham, David Pinelle
2007· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
18
citations
affno abstractunlabeled
A hybrid P2P communications architecture for zonal MMOGs
Dewan Tanvir Ahmed, Shervin Shirmohammadi, Jauvane C. de Oliveira
2009· article· en· Multimedia Tools and Applications· Computer Science
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
The ACORN multi-agent system
Stephen Marsh, Ali A. Ghorbani, Virendra C. Bhavsar
2003· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
17
citations
affno abstractunlabeled
Overlay multi-hop FEC scheme for video streaming
Yufeng Shan, Ivan V. Bajić, Shivkumar Kalyanaraman, John W. Woods
2005· article· en· Signal Processing Image Communication· Computer Science
machine prediction:candidate · noneconsensus · none
17
citations
affno abstractunlabeled
PECOLE: P2P multimedia collaborative environment
Abdulmotaleb El Saddik, Md. Abdur Rahman, Souhail Abdala, Bogdan Solomon
2007· article· en· Multimedia Tools and Applications· Computer Science
machine prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Peer-to-peer
Mário A. Nascimento
2003· article· en· ACM SIGMOD Record· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
16
citations
affno abstractunlabeled
Experimenting with Gnutella Communities
J Vaucher, Gilbert Babin, Peter Kropf, Thierry Jouve
2002· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
16
citations
affno abstractunlabeled
Performance Evaluation of JXTA Rendezvous
Emir Halepovic, Ralph Deters, Bernard Traversat
2004· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Minimum-delay overlay multicast
Kianoosh Mokhtarian, Hans‐Arno Jacobsen
2013· article· lv· Computer Science
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Spamulator
John Aycock, Heather Crawford, Rennie deGraaf
2008· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
15
citations
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How this was built: Screen · Findings · About