{"id":"W4413380156","doi":"10.3390/math13162616","title":"Traffic Characterization Based on Driver Reaction","year":2025,"lang":"en","type":"article","venue":"Mathematics","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Characterization (materials science); Computer science; Materials science; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004441132,0.00006644674,0.00007495821,0.00008118616,0.00002055302,0.00001724129,0.00004333884,0.00002742595,0.00002119994],"category_scores_gemma":[0.000007177629,0.00006295134,0.00002552412,0.00009445968,0.000004145137,0.00002823891,0.000004111364,0.0000417127,0.00006452798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003608419,"about_ca_system_score_gemma":0.000003629593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.272235e-7,"about_ca_topic_score_gemma":0.000001194755,"domain_scores_codex":[0.9996968,0.000003560182,0.0001029507,0.00005711683,0.00006521996,0.00007438707],"domain_scores_gemma":[0.9998138,0.00002251974,0.00001268799,0.0001301781,0.000008651659,0.00001217343],"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":[0.00001755012,0.0004629434,0.00001355188,0.001307432,0.0001208528,0.000006659301,0.0007461734,0.5793812,0.05415352,0.025184,0.007065928,0.3315402],"study_design_scores_gemma":[0.0002729628,0.000008867385,0.002094211,0.00006919577,0.00002433828,1.204238e-7,0.00002037866,0.9747256,0.0003319602,0.00009836104,0.02228052,0.00007348419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5811157,0.00001505278,0.3546108,0.0006152487,0.001091552,0.0005576596,0.000007741837,0.001581604,0.06040465],"genre_scores_gemma":[0.9980927,0.000006034159,0.0007486428,0.0001028339,0.00002205613,0.00002100878,0.00001642468,0.00001007667,0.0009802496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.416977,"threshold_uncertainty_score":0.2567081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005492989736581258,"score_gpt":0.1873555362716124,"score_spread":0.1818625465350311,"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."}}