{"id":"W2292849224","doi":"10.14288/1.0064033","title":"Microscopic accident prediction models for signalized intersections","year":2009,"lang":"en","type":"article","venue":"Open Collections","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Accident (philosophy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00121032,0.0006514278,0.0007629895,0.001023764,0.0003218981,0.000823434,0.001517108,0.0006141699,0.002142689],"category_scores_gemma":[0.00397266,0.0004336805,0.0008158291,0.0008458581,0.0004951688,0.0008647352,0.0008386912,0.0008364418,0.0003324933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0014242,"about_ca_system_score_gemma":0.001096172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05357564,"about_ca_topic_score_gemma":0.03780804,"domain_scores_codex":[0.999391,0.0001494732,0.00003150832,0.0001528985,0.0001865661,0.00008868512],"domain_scores_gemma":[0.9983788,0.0007761071,0.0003475802,0.000099508,0.0003461282,0.00005200962],"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":[0.00001899898,0.00001111191,0.003201493,0.00001398467,0.00001632079,0.00002441858,0.00002982276,0.9880178,0.0001884998,0.002731714,0.0001829964,0.005562849],"study_design_scores_gemma":[0.00000241457,0.00000941533,0.001276292,0.000003277255,0.000007168621,0.000008553255,0.0000090633,0.9967831,0.00005577465,0.001672612,0.0001670527,0.000005237173],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.336761,0.0003840784,0.6533859,0.0003010693,0.00005550652,0.0001179278,0.0007403941,0.0008139078,0.007440057],"genre_scores_gemma":[0.9663305,0.0003223603,0.0272358,0.00003543084,0.0000263207,0.0001142666,0.0005783762,0.00004826399,0.00530866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05357564,"threshold_uncertainty_score":0.1065276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704414097241698,"score_gpt":0.2467512131638249,"score_spread":0.2297070721914079,"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."}}