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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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Transportation Research Part F Traffic Psychology and Behaviour
Topic
Retraction
Abstract
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Study design
Label agreement
Label status

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.

91 results · 1 filter active ·
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20092025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
91 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 91 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 91 of 91 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Uniquely satisfied: Exploring cyclist satisfaction
Devon Paige Willis, Kevin Manaugh, Ahmed El-Geneidy
2013· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
82
citations
affno abstractunlabeled
The effect of fatigue driving on car following behavior
Hui Zhang, Chaozhong Wu, Xinping Yan, Tony Z. Qiu
2016· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Psychology
distilled prediction:candidate · noneconsensus · none
59
citations
affno abstractunlabeled
The determinants of driving aggression among Polish drivers
Aneta Przepiórka, Agata Błachnio, David L. Wiesenthal
2014· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Social Sciences
distilled prediction:candidate · noneconsensus · none
32
citations
afffundno abstractunlabeled
Frequent versus occasional drivers: A hybrid route choice model
Hamzeh Alizadeh, Bilal Farooq, Catherine Morency, Nicolas Saunier
2019· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
32
citations
affno abstractunlabeled
Anger-provoking events in driving diaries: A content analysis
Christine M. Wickens, James E.W. Roseborough, Ashley Hall, David L. Wiesenthal
2013· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Engineering
distilled prediction:candidate · noneconsensus · none
28
citations
affno abstractunlabeled
Designing road sign symbols
R E Dewar, Monica Pronin
2023· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
12
citations
afffundno abstractunlabeled
The effect of fuel prices on the driving patterns of older adults
Paweena Sukhawathanakul, Michelle M. Porter, Gary Naglie, Shawn Marshall, Mark Rapoport, Holly Tuokko +3 more
2018· article· en· Transportation Research Part F Traffic Psychology and Behaviour· Health Professions
distilled prediction:candidate · noneconsensus · none
8
citations

How this was built: Screen · Findings · About