{"id":"W647740192","doi":"10.1037/e563412012-001","title":"Motorcycle Conspicuity and the Effect of Fleet DRL: Analysis of Two-Vehicle Fatal Crashes in Canada and the United States 2001-2007","year":2011,"lang":"en","type":"dataset","venue":"PsycEXTRA Dataset","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Aeronautics; Transport engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008885672,0.0003225219,0.0009127958,0.0002312219,0.00005752627,0.00001837078,0.0004725213,0.000106409,0.0001345294],"category_scores_gemma":[0.00006702917,0.0001822195,0.00007299735,0.000575087,0.0006157232,0.00006022708,0.0001307337,0.000386787,0.000001573175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004274366,"about_ca_system_score_gemma":0.00006412271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9075049,"about_ca_topic_score_gemma":0.9062076,"domain_scores_codex":[0.9983349,0.0003158866,0.0005433754,0.0002622265,0.0002480239,0.0002955934],"domain_scores_gemma":[0.9976676,0.001245783,0.0001684763,0.0008085405,0.00002069144,0.00008897437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003682346,0.00001444737,0.003407514,0.0002984671,0.001172384,0.00001072296,0.00006638248,0.007008755,0.000001621176,0.000009828442,0.9874619,0.0001797229],"study_design_scores_gemma":[0.0201416,0.0001729851,0.06264689,0.0002649449,0.009297703,0.00002131808,0.0004256296,0.1002705,0.0001713266,0.00005242095,0.8053318,0.001202844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1028266,0.0008479689,0.0000126463,0.00002010342,0.0001136188,0.0003679286,0.8957922,0.00001074146,0.000008216887],"genre_scores_gemma":[0.08397024,0.001602111,0.0000103482,0.00004582919,0.00001907338,0.00002181838,0.9143161,0.00001346782,0.000001077536],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1821301,"threshold_uncertainty_score":0.7430696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006638938339801207,"score_gpt":0.220631488477239,"score_spread":0.2139925501374378,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}