{"id":"W7117301260","doi":"10.1002/alz70858_106191","title":"Identifying Mature Driver Risk from Naturalistic Driving","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa; Bruyère; Carleton University","funders":"","keywords":"Work (physics); Risk assessment; Risk perception; Human factors and ergonomics; Dangerous driving; Poison control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007973771,0.0003974709,0.0002940642,0.001332623,0.0003370577,0.00074282,0.0005257549,0.0004348384,0.001355829],"category_scores_gemma":[0.003673989,0.0001192399,0.0004473713,0.0007228157,0.000289681,0.0003992877,0.0005767588,0.0003372025,0.000736237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005667301,"about_ca_system_score_gemma":0.0005248967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02485256,"about_ca_topic_score_gemma":0.05456327,"domain_scores_codex":[0.9992792,0.0001749593,0.00007007043,0.0002424463,0.0001568637,0.0000765345],"domain_scores_gemma":[0.9977506,0.0006971688,0.000463292,0.0004965067,0.0004349769,0.0001574996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004814546,0.0003225811,0.9466148,0.0002353807,0.0001910839,0.0001953227,0.0004129485,0.007467133,0.001354779,0.0004392659,0.01247174,0.02981359],"study_design_scores_gemma":[0.00001962548,0.0002813402,0.9588704,0.00008578739,0.00005059994,0.0005219837,0.0007820165,0.02719538,0.001366943,0.0008062712,0.009966969,0.00005287027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440475,0.0002006014,0.00303809,0.0001741508,0.00003937537,0.0001601725,0.04888956,0.0002129479,0.003237631],"genre_scores_gemma":[0.9094487,0.00009599683,0.003939882,0.00005152423,0.00001938099,0.0001362146,0.08546714,0.00001610608,0.000825024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02485256,"threshold_uncertainty_score":0.04941583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390517153465942,"score_gpt":0.3792244813699802,"score_spread":0.340172766023386,"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."}}