{"id":"W4409949809","doi":"10.1016/j.tra.2025.104501","title":"An empirical investigation of the impact of preferences for physical, social, and security factors on the feeling of safety on public transit","year":2025,"lang":"en","type":"article","venue":"Transportation Research Part A Policy and Practice","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Feeling; Public transport; Transit (satellite); Social impact; Empirical research; Psychology; Public security; Social security; Applied psychology; Business; Transport engineering; Social psychology; Public economics; Engineering; Economics; Environmental health; Criminology; Medicine","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":[0.0007993357,0.00007905196,0.0001466249,0.00009350904,0.000184514,0.00001467952,0.00009272278,0.00006186059,0.000003450174],"category_scores_gemma":[0.0003262626,0.00004514414,0.00006187477,0.0004150315,0.0002563954,0.0001824345,0.000001998083,0.0002327604,6.098581e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001750632,"about_ca_system_score_gemma":0.00015826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003955713,"about_ca_topic_score_gemma":0.0001657295,"domain_scores_codex":[0.9990046,0.0003228079,0.0002093963,0.0001021336,0.0002270411,0.000133991],"domain_scores_gemma":[0.9967813,0.002850276,0.0000636773,0.0001066057,0.000155884,0.00004224793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.007567219,0.001790073,0.09491101,0.003567633,0.001774323,5.885528e-7,0.4222068,0.06815458,0.02268533,0.3587882,0.003875551,0.01467867],"study_design_scores_gemma":[0.0005078543,0.0005384454,0.9777514,0.00009931216,0.00005299693,1.027207e-7,0.004178626,0.005874198,0.006314017,0.003708577,0.0008912524,0.00008326386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954383,0.00002561544,0.0001235998,0.003240464,0.00001150396,0.0003498544,0.0001949501,0.00001269252,0.000603046],"genre_scores_gemma":[0.9997546,0.000129084,0.00001624352,0.00002847816,0.0000283104,0.00001429948,0.00001897586,0.000005513006,0.00000447778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8828403,"threshold_uncertainty_score":0.1840924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.16275075019806,"score_gpt":0.4522660591712709,"score_spread":0.2895153089732109,"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."}}