{"id":"W644208046","doi":"","title":"Are Intersections With Cycle Tracks Safer? A Control-Case Study Based OnAutomated Surrogate Safety Analysis Using Video Data","year":2015,"lang":"en","type":"article","venue":"Transportation Research Board 94th Annual MeetingTransportation Research Board","topic":"Traffic and Road Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Intersection (aeronautics); Transport engineering; Engineering; Computer science; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0089194,0.000686373,0.001108272,0.002896399,0.001226425,0.0002942182,0.001152071,0.0003669226,0.0002142732],"category_scores_gemma":[0.0003066504,0.0006466861,0.0002703027,0.007912025,0.0007027055,0.001439987,0.00002469419,0.002253437,0.0000528165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005552901,"about_ca_system_score_gemma":0.0008270905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0205367,"about_ca_topic_score_gemma":0.2078667,"domain_scores_codex":[0.9884332,0.001860576,0.001708701,0.001611033,0.004414682,0.001971791],"domain_scores_gemma":[0.9911075,0.001171797,0.0002814708,0.001706821,0.004349367,0.001383011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002606784,0.0008336916,0.2191087,0.0002424348,0.001749284,0.005087269,0.01033231,0.7582893,0.00009055094,0.00003895065,0.0008766226,0.0007441557],"study_design_scores_gemma":[0.008840336,0.0008938101,0.4797854,0.0002224932,0.001108029,0.00001620586,0.1165591,0.3897972,0.00008183799,0.00002461592,0.001747524,0.0009235188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615075,0.0001468428,0.02979203,0.0003114811,0.0001871458,0.002770789,0.003826905,0.001160211,0.0002970845],"genre_scores_gemma":[0.9953211,0.00003264951,0.002318702,0.00003672062,0.0001354572,0.0002811994,0.001608143,0.0001908319,0.00007519192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3684921,"threshold_uncertainty_score":0.9995984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032006553030266,"score_gpt":0.3783904356587782,"score_spread":0.2751897803557516,"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."}}