{"id":"W4411635016","doi":"10.1016/j.cstp.2025.101530","title":"Management and prediction of traffic crashes on residential streets in Iraq using the expert system (MPTCRSI-ES)","year":2025,"lang":"en","type":"article","venue":"Case Studies on Transport Policy","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Transport engineering; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006817657,0.0004915388,0.0003291765,0.0007619261,0.0003370554,0.0004158444,0.0005503671,0.0007426869,0.001121271],"category_scores_gemma":[0.001654242,0.0001662679,0.0002983007,0.0004465933,0.0001783648,0.0003932545,0.0002914523,0.0003415519,0.0002491125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100192,"about_ca_system_score_gemma":0.0009293406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1030338,"about_ca_topic_score_gemma":0.08417882,"domain_scores_codex":[0.999734,0.0001050192,0.00002003201,0.00005927578,0.00003473098,0.00004697532],"domain_scores_gemma":[0.9991371,0.000477981,0.00008577784,0.00005170923,0.0001829772,0.0000645828],"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":[0.0004159257,0.0008729712,0.1299944,0.00009094746,0.00008617157,0.0006863232,0.0005384411,0.7936304,0.004079106,0.0004667739,0.002578443,0.06656013],"study_design_scores_gemma":[0.00002882988,0.0002360429,0.04687783,0.000008894887,0.00002810645,0.00003825748,0.0004626304,0.9502978,0.001448717,0.0001855489,0.0003690158,0.00001842197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993915,0.0000232864,0.004077387,0.00008798268,0.000005329912,0.00004734524,0.0004091717,0.0002204554,0.001214081],"genre_scores_gemma":[0.9941356,0.0000238911,0.004886185,0.0000107299,0.000003071354,0.00002351835,0.000318827,0.000006502074,0.0005916698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030338,"threshold_uncertainty_score":0.2048683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935511582936458,"score_gpt":0.277044574528975,"score_spread":0.2576894586996105,"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."}}