{"id":"W7046452005","doi":"","title":"Control and prediction of traffic crashes in the residential streets in Iraq using the expert system","year":2022,"lang":"en","type":"other","venue":"UTHM Institutional Repository (Universiti Tun Hussein Onn Malaysia)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Tikrit University","keywords":"Reliability (semiconductor); Consistency (knowledge bases); Matching (statistics); Control (management); Rank (graph theory); Process (computing); Domain (mathematical analysis); Expert system; Property (philosophy)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003271937,0.0002027475,0.0002684472,0.0004335656,0.0003303743,0.0000543722,0.0004010428,0.00009205502,0.007554109],"category_scores_gemma":[0.000005640322,0.0001678631,0.0001008096,0.000323086,0.0003054973,0.00005159486,0.0001437801,0.0003837354,0.000001981903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001162019,"about_ca_system_score_gemma":0.000381696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008098768,"about_ca_topic_score_gemma":0.0001815978,"domain_scores_codex":[0.9980775,0.0003902608,0.0002968898,0.0003465084,0.0006696976,0.0002191944],"domain_scores_gemma":[0.9992307,0.000133889,0.0002202218,0.000332524,0.00003940293,0.00004324866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002175932,0.004117042,0.09851359,0.002650916,0.002787287,0.006274107,0.0174384,0.2439107,0.02099798,0.2882146,0.2718835,0.04103602],"study_design_scores_gemma":[0.01130327,0.0005305664,0.04008235,0.002445561,0.0005270336,0.0002794851,0.1365075,0.5158079,0.00008659415,0.00004828511,0.2910799,0.001301508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5921358,0.0005210321,0.0002569497,0.0004261776,0.0004707866,0.001408193,0.0002951874,0.00004128581,0.4044446],"genre_scores_gemma":[0.9828211,0.000008528185,0.00003829218,0.00001580489,0.0003506564,0.00004441472,0.00006775952,0.00003155594,0.01662189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3906853,"threshold_uncertainty_score":0.9985064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213822084660437,"score_gpt":0.2217847004706926,"score_spread":0.2096464796240882,"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."}}