{"id":"W3110105465","doi":"10.1155/2020/8826374","title":"A Rural Road Accident Probability Model Based on Single-Vehicle Hazard Properties including Hazard Color and Mobility: A Driving Simulator Study","year":2020,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic and Road Safety","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tarbiat Modares University","keywords":"Hazard; Simulation; Transport engineering; Driving simulation; Computer science; Driving simulator; Probability model; Hazard model; Accident (philosophy); Engineering; Statistics; Mathematics; Econometrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001663951,0.0008662203,0.001007828,0.0006203067,0.0004075174,0.0009622996,0.001647783,0.001322354,0.002480112],"category_scores_gemma":[0.002396418,0.0004945424,0.001263252,0.0003851184,0.0004508248,0.0007664377,0.0007228426,0.001313095,0.0003538863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007533241,"about_ca_system_score_gemma":0.0009756255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02807748,"about_ca_topic_score_gemma":0.01037434,"domain_scores_codex":[0.9995702,0.0001983901,0.00001787133,0.00009720399,0.00003491543,0.0000814353],"domain_scores_gemma":[0.9978727,0.001367666,0.0001882261,0.00007543897,0.0003801902,0.0001158615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001451322,0.0001357443,0.005336009,0.000027952,0.00006156238,0.0001538331,0.00007067651,0.989819,0.0005384582,0.00134245,0.0001775881,0.002191661],"study_design_scores_gemma":[0.000006801797,0.00003973332,0.0004120761,0.000001455204,0.00001397771,0.00001123132,0.00001033577,0.9992816,0.00003146247,0.0001455493,0.00004113757,0.000004589243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8723878,0.0004189234,0.1233771,0.0004159845,0.00004524981,0.0001030108,0.0003721873,0.000192232,0.002687607],"genre_scores_gemma":[0.9932261,0.0002087307,0.004100293,0.00002408616,0.00002157682,0.00007577872,0.0002293609,0.00001077852,0.002103387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02807748,"threshold_uncertainty_score":0.05582809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697894890299225,"score_gpt":0.240487150228248,"score_spread":0.2135082013252557,"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."}}