{"id":"W6989877967","doi":"","title":"Characterizing Older Adults' Driving Cessation and its Relationship with Life Satisfaction: Findings from the Canadian Longitudinal Study on Aging (CLSA)","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Longitudinal study; Longitudinal data; Poison control; Quality of life (healthcare); Human factors and ergonomics; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002595482,0.0003443182,0.0006811169,0.001009955,0.002336323,0.002006848,0.001364287,0.0009537906,0.001409207],"category_scores_gemma":[0.005869794,0.0004263927,0.001103486,0.003307378,0.0005770777,0.0007362177,0.001373309,0.001761399,0.0002681127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006246831,"about_ca_system_score_gemma":0.01043331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9152101,"about_ca_topic_score_gemma":0.9642388,"domain_scores_codex":[0.9989569,0.0001390275,0.00008935072,0.0001150885,0.0003733778,0.0003263053],"domain_scores_gemma":[0.9951879,0.0003817485,0.0008634697,0.000127736,0.002043028,0.001396186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003928338,0.0001160518,0.9944306,0.00001791376,0.00007197735,0.00001253757,0.00128217,0.0000274781,0.0000339238,0.00002254603,0.0007161282,0.003229297],"study_design_scores_gemma":[0.000001616797,0.00001262209,0.9987872,0.000007319616,0.00001322717,0.000002570282,0.0009769868,0.00001799965,0.000004569835,0.00000353551,0.0001699239,0.000002413295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950399,0.0007625091,0.00003220879,0.0005251027,0.00002641145,0.00004875599,0.001975374,0.000004082067,0.001585538],"genre_scores_gemma":[0.9949461,0.000883528,0.0001476807,0.0003185512,0.00001814722,0.00005002063,0.002148504,0.000004643821,0.001482811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08478993,"threshold_uncertainty_score":0.1705785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05896774231263495,"score_gpt":0.3399157242200671,"score_spread":0.2809479819074321,"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."}}