{"id":"W4413437298","doi":"10.1017/s0714980825100184","title":"Factors Influencing Transitions from Driver to Non-Driver: Evidence from the Canadian Longitudinal Study on Aging (CLSA)","year":2025,"lang":"en","type":"article","venue":"Canadian Journal on Aging / La Revue canadienne du vieillissement","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph's Care Group; Simon Fraser University; Lakehead University; Bruyère; University of Ottawa","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Gerontology; Longitudinal study; Residence; Logistic regression; Psychology; Cognition; Healthy aging; Medicine; Demography; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003417096,0.0003684783,0.0005365842,0.00225665,0.001980656,0.001529952,0.001460227,0.0007641879,0.002379108],"category_scores_gemma":[0.01162306,0.0003181409,0.001203588,0.00434332,0.000626521,0.0005811947,0.001005056,0.00113604,0.0001899986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005454748,"about_ca_system_score_gemma":0.01339039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9634691,"about_ca_topic_score_gemma":0.9726833,"domain_scores_codex":[0.9983793,0.0002573154,0.0001446106,0.0002495114,0.0005796024,0.0003896014],"domain_scores_gemma":[0.9926068,0.001180498,0.001411356,0.0003835537,0.003124758,0.001293104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000793566,0.00004734511,0.9900949,0.0001615925,0.0002625191,0.00003149419,0.0007058583,0.0000465739,0.00002079135,0.000151996,0.001448642,0.006948892],"study_design_scores_gemma":[0.000005109994,0.00001324512,0.9982244,0.0001447432,0.00008817551,0.00001249067,0.0005622439,0.00006288233,0.000007630035,0.00004017796,0.0008322403,0.000006586025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509175,0.02782154,0.0003401811,0.002839452,0.0002056533,0.00009774716,0.01048884,0.00001833692,0.007270803],"genre_scores_gemma":[0.9885279,0.00745538,0.0002074412,0.0002677088,0.00003840049,0.00003002255,0.002984436,0.000005445552,0.0004833214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03653085,"threshold_uncertainty_score":0.07349193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06559350585325815,"score_gpt":0.3415139371438697,"score_spread":0.2759204312906116,"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."}}