{"id":"W4411144546","doi":"10.1016/j.iatssr.2025.05.002","title":"E-scooter riders: A cross-cultural analysis of traffic safety attitudes and behaviors","year":2025,"lang":"en","type":"article","venue":"IATSS Research","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Traffic Injury Research Foundation","funders":"","keywords":"Transport engineering; Human factors and ergonomics; Poison control; Occupational safety and health; Injury prevention; Suicide prevention; Engineering; Psychology; Forensic engineering; Medical emergency; 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":[0.002082136,0.00007097964,0.0002343145,0.0003705027,0.0006051718,0.0002122583,0.0003366652,0.0001064158,0.000403831],"category_scores_gemma":[0.0002044675,0.00005838208,0.0001344229,0.002383681,0.001703768,0.000347523,0.00006032093,0.0002353976,0.000003201715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000853715,"about_ca_system_score_gemma":0.0001948289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00507466,"about_ca_topic_score_gemma":0.02203946,"domain_scores_codex":[0.9982222,0.0002363591,0.0002567017,0.000300587,0.0006176198,0.0003664891],"domain_scores_gemma":[0.9989759,0.0002345903,0.00003226393,0.000209425,0.0004551588,0.00009270779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005622568,0.0001024814,0.9911076,0.00003598833,0.0001608657,0.000002970616,0.003685073,0.0000508258,0.0001642094,0.000530227,0.0001120029,0.003991503],"study_design_scores_gemma":[0.0001685303,0.00001464842,0.9965071,0.00001935867,0.0001028081,1.154838e-8,0.001549195,0.00006140865,0.0001399542,0.0000861719,0.001290548,0.00006025725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933133,0.0003853213,0.00001016733,0.0005629102,0.0000447097,0.000184949,0.00002547742,0.00002421497,0.005448958],"genre_scores_gemma":[0.9974636,0.0001003758,0.00004677871,0.00001364618,0.00002707819,0.00001077973,0.00001167382,0.000002852121,0.002323175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0169648,"threshold_uncertainty_score":0.9958057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08298299604398042,"score_gpt":0.5101865147820476,"score_spread":0.4272035187380672,"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."}}