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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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Vehicular Ad Hoc Networks (VANETs)
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Study design
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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.

1,128 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 9 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
Guest Editorial Broadband Wireless Communications for High Speed Vehicles
Yiqing Zhou, Fumiyuki Adachi, Xiaodong Wang, A. Manikas, Xi Zhang, Wei‐Ping Zhu
2012· editorial· en· IEEE Journal on Selected Areas in Communications· Engineering
distilled prediction:candidate · metaepi_narrow+open_science+research_integrityconsensus · research_integrity
15
citations
affno abstractunlabeled
A novel macroscopic mobility model for vehicular networks
Fabrício A. Silva, Azzedine Boukerche, Thais R. M. B. Silva, Linnyer B. Ruiz, Antônio A. F. Loureiro
2015· article· en· Computer Networks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
14
citations
affno abstractunlabeled
Geo-localized content availability in VANETs
Fabrício A. Silva, Azzedine Boukerche, Thais R. M. Braga Silva, Linnyer B. Ruiz, Antônio A. F. Loureiro
2015· article· en· Ad Hoc Networks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
13
citations
affunlabeled
Movement Prediction in Vehicular Networks
Alexander Magnano, Fei Xin, Azzedine Boukerche
2015· article· en· 2015 IEEE Global Communications Conference (GLOBECOM)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
12
citations
fundno affunlabeled
Cyber security analysis of connected vehicles
Maria Drolence Mwanje, Omprakash Kaiwartya, Mohammad Aljaidi, Yue Cao, Sushil Kumar, Devki Nandan Jha +2 more
2024· article· en· IET Intelligent Transport Systems· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
12
citations
affunlabeled
Reaching spatial or networking saturation in VANET
Serkan Öztürk, Jelena Mišić, Vojislav B. Mišić
2011· article· en· EURASIP Journal on Wireless Communications and Networking· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
12
citations
affunlabeled
Mac for Physical-Layer Network Coding in VANETs
Eugène David Ngangue Ndih, Soumaya Cherkaoui
2012· article· en· International Journal of Business Data Communications and Networking· Engineering
distilled prediction:candidate · noneconsensus · none
12
citations
affno abstractunlabeled
Vehicle-to-Vehicle Communication
Rodolfo I. Meneguette, Robson E. De Grande, Antônio A. F. Loureiro
2018· book-chapter· en· Urban computing· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
12
citations
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