{"id":"W2119971885","doi":"10.1002/atr.169","title":"Productivity changes in consideration of accident costs in Seoul's bus industry","year":2011,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Transport engineering; Business; Natural resource economics; Agricultural economics; Environmental science; Engineering; Economics; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00118151,0.0002618101,0.0003208533,0.001406277,0.0002368664,0.001182684,0.0003731233,0.0003210161,0.002117893],"category_scores_gemma":[0.003688515,0.0001314672,0.0006065493,0.001637922,0.0002987125,0.0005735543,0.0006169922,0.0004905239,0.0001808968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002094355,"about_ca_system_score_gemma":0.001151077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01641264,"about_ca_topic_score_gemma":0.0129988,"domain_scores_codex":[0.9992511,0.0002059448,0.00004428321,0.00008794716,0.0001965476,0.0002141238],"domain_scores_gemma":[0.9968426,0.001011277,0.0009606844,0.0001494321,0.0007448386,0.0002911785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004659658,0.0003505131,0.9226038,0.0001094639,0.0002192882,0.0007166927,0.0006725389,0.0377311,0.003246523,0.00243344,0.001322296,0.03012832],"study_design_scores_gemma":[0.00001107439,0.0002653702,0.9643568,0.0000115008,0.00006645578,0.00006066896,0.002330055,0.02969035,0.001231658,0.0006142461,0.001345089,0.00001684421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982978,0.000092166,0.0002545489,0.00008068731,0.000005119901,0.000005113645,0.0001139598,0.000004150178,0.00114648],"genre_scores_gemma":[0.9994541,0.00003106504,0.00008864251,0.000004139521,0.000002382878,0.000002108115,0.0001380381,7.882051e-7,0.0002786523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01641264,"threshold_uncertainty_score":0.0326342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149924864080685,"score_gpt":0.3014350284497531,"score_spread":0.2699357798089463,"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."}}