{"id":"W4398196958","doi":"10.1117/12.3029065","title":"Assessment of road safety performance based on CRITIC-TOPSIS-Kmeans model","year":2024,"lang":"en","type":"article","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"TOPSIS; k-means clustering; Computer science; Mathematics; Operations research; Artificial intelligence; Cluster analysis","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":[0.004859283,0.00107741,0.0006725204,0.002361225,0.0005737219,0.002394391,0.001154534,0.0006233563,0.002117603],"category_scores_gemma":[0.01017743,0.0002943756,0.0008415691,0.002236492,0.001006588,0.001173122,0.001149831,0.0009411976,0.0002818959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00222461,"about_ca_system_score_gemma":0.002101856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112579,"about_ca_topic_score_gemma":0.01126348,"domain_scores_codex":[0.996913,0.001782654,0.0001480725,0.000312986,0.0006936517,0.0001496712],"domain_scores_gemma":[0.996612,0.001736784,0.0004154696,0.00009560084,0.001034732,0.0001054279],"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":[0.0001802975,0.0001158164,0.0454579,0.0005138526,0.0003997728,0.000394069,0.001153318,0.8399599,0.001127666,0.04340354,0.002941092,0.06435273],"study_design_scores_gemma":[0.00001390027,0.00009373939,0.005032087,0.00007352448,0.00005257365,0.00006089206,0.0005647566,0.977052,0.0004617795,0.0153,0.001261883,0.00003285911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2750216,0.0005852655,0.6910216,0.001783883,0.0001081639,0.0004300869,0.000651147,0.0002862426,0.03011201],"genre_scores_gemma":[0.9571158,0.000177972,0.04064658,0.00003867506,0.00001106009,0.0001378678,0.0002325411,0.00001298967,0.001626489],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0112579,"threshold_uncertainty_score":0.02569866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00901347436152504,"score_gpt":0.2402495251620911,"score_spread":0.231236050800566,"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."}}