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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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Vehicular Ad Hoc Networks (VANETs)
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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
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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.

1,128 results · 1 filter active ·
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20052025
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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.
1,128 works in the cohort · of 4,299,418page 6 of 23

Labels cover 3 of 1,128 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 1,128 of 1,128 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Reliable Traffic Density Estimation in Vehicular Network
Jian Wang, Yan Huang, Zhiyong Feng, Chunxiao Jiang, Haijun Zhang, Victor C. M. Leung
2018· article· en· IEEE Transactions on Vehicular Technology· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
27
citations
afffundunlabeled
Traffic aware video dissemination over vehicular ad hoc networks
Guilherme Maia, Cristiano Rezende, Leandro A. Villas, Azzedine Boukerche, Aline Carneiro Viana, André L. L. Aquino +1 more
2013· preprint· en· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
25
citations
affunlabeled
Sec-IoV
Sahil Garg, Kuljeet Kaur, Georges Kaddoum, François Gagnon, Neeraj Kumar, Zhu Han
2019· article· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
25
citations
affunlabeled
Improving QoS in VANET Using MPLS
Mahmood Fathy, Saeed GholamalitabarFirouzjaee, Kaamran Raahemifar
2012· article· en· Procedia Computer Science· Engineering
distilled prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Review of potential security attacks in VANET
Muhammad Anwar Shahid, Arunita Jaekel, C. I. Ezeife, Qasim Al-Ajmi, Ikjot Saini
2018· article· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
23
citations
affno abstractunlabeled
Secure Data Sharing for Vehicular Ad-hoc Networks Using Cloud Computing
Mehdi Sookhak, F. Richard Yu, Helen Tang
2016· book-chapter· en· Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
23
citations

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