{"id":"W4409055008","doi":"10.1016/j.apmr.2025.01.266","title":"A Study on the Risk of Driving and the Recognition and Acceptance of Conditional Driving License System for High-risk Drivers","year":2025,"lang":"en","type":"article","venue":"Archives of Physical Medicine and Rehabilitation","topic":"Diverse Topics in Contemporary Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Traffic Injury Research Foundation","funders":"","keywords":"License; Risk perception; Risk analysis (engineering); Psychology; Applied psychology; Business; Actuarial science; Computer science; Perception; Neuroscience","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":[0.001166474,0.00005383691,0.0002025858,0.00008372072,0.000247355,0.000006463908,0.00008116817,0.00001548685,0.000001490235],"category_scores_gemma":[0.004702371,0.00002979873,0.00004097663,0.0001182273,0.002474651,0.00006925114,0.00004204908,0.00009485756,6.791203e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006978785,"about_ca_system_score_gemma":0.000030786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005498666,"about_ca_topic_score_gemma":0.00007995559,"domain_scores_codex":[0.9986274,0.0007544197,0.0001864182,0.0001374134,0.0002265248,0.00006781863],"domain_scores_gemma":[0.9703786,0.02923811,0.0001776036,0.00009268717,0.000090184,0.00002275217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004221869,0.0002684553,0.1582244,0.0004206608,0.0002435448,2.31271e-7,0.2650621,0.00001118158,0.001107331,0.5175306,0.00009478752,0.05661447],"study_design_scores_gemma":[0.002995878,0.001955668,0.480952,0.001049304,0.000192223,6.118e-8,0.24358,0.0008907577,0.0001857106,0.2681113,0.0000294444,0.00005765864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938945,0.0000405455,0.0002675852,0.002624789,0.00003655116,0.0009063348,0.00002327126,0.000004692396,0.002201708],"genre_scores_gemma":[0.9996084,0.00007748073,0.0001828641,0.000008545547,0.00005506253,0.00004012818,0.000002105768,0.000002084299,0.00002332843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3227275,"threshold_uncertainty_score":0.9117953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03058199050217917,"score_gpt":0.3383919235104587,"score_spread":0.3078099330082795,"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."}}