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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
aboutaboutness

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 1 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
Connected Vehicles: Solutions and Challenges
Ning Lu, Nan Cheng, Ning Zhang, Xuemin Shen, J.W. Mark
2014· article· en· IEEE Internet of Things Journal· Engineering
distilled prediction:candidate · noneconsensus · none
1,258
citations
affno abstractunlabeled
VANET security surveys
Richard Gilles Engoulou, Martine Bellaïche, Samuel Pierre, Alejandro Quintero
2014· article· en· Computer Communications· Engineering
distilled prediction:candidate · noneconsensus · none
497
citations
affunlabeled
Security in vehicular ad hoc networks
Xiaodong Lin, Rongxing Lu, Chenxi Zhang, Haojin Zhu, Pin‐Han Ho, Xuemin Shen
2008· article· en· IEEE Communications Magazine· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
340
citations
affno abstractunlabeled
Autonomous vehicles in 5G and beyond: A survey
Saqib Hakak, Thippa Reddy Gadekallu, Praveen Kumar Reddy Maddikunta, Swarna Priya Ramu, M. Parimala, Chamitha de Alwis +1 more
2022· article· en· Vehicular Communications· Engineering
distilled prediction:candidate · noneconsensus · none
212
citations
afffundno abstractunlabeled
A social network approach to trust management in VANETs
Zhen Huang, Sushmita Ruj, Marcos Antônio Cavenaghi, Miloš Stojmenović, Amiya Nayak
2012· article· en· Peer-to-Peer Networking and Applications· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
128
citations

How this was built: Screen · Findings · About