{"id":"W4404764847","doi":"10.1186/s12877-024-05582-1","title":"Sociodemographic determinants of mobility decline among community-dwelling older adults: findings from the Canadian longitudinal study on ageing","year":2024,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"Canadian Institutes of Health Research; Government of Canada; University of Lethbridge","keywords":"Medicine; Longitudinal study; Gerontology; Demography; Ageing; Bayesian multivariate linear regression; Multivariate analysis; Bivariate analysis; Analysis of variance; Multivariate statistics; Linear regression; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003334428,0.0003380871,0.0005402279,0.0003188901,0.003500715,0.00007217754,0.0007145319,0.0002695341,0.00007548097],"category_scores_gemma":[0.001347219,0.0002495803,0.0001981161,0.0009543442,0.0002163909,0.0001431496,0.0004540104,0.002133333,0.00006217223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559173,"about_ca_system_score_gemma":0.0005866739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5102723,"about_ca_topic_score_gemma":0.9673949,"domain_scores_codex":[0.9955462,0.00171046,0.0009915906,0.0004898214,0.0005176956,0.0007442798],"domain_scores_gemma":[0.9911622,0.007204256,0.00024127,0.0009464006,0.0002647568,0.000181107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001886942,0.00019621,0.9539539,0.0004648601,0.00007579222,0.00002252607,0.0443233,0.00001594627,0.00000112418,0.0000103963,0.0006198664,0.0002972607],"study_design_scores_gemma":[0.0006796615,0.0001219624,0.9694415,0.001398122,0.0001742569,3.552334e-7,0.02694023,0.0006751781,0.000004301472,0.0002690794,0.00007038926,0.0002249082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995266,0.0006388347,0.0001314741,0.0002220837,0.001471777,0.001815821,0.0001862067,0.000155439,0.0001123588],"genre_scores_gemma":[0.9989626,0.00006211272,0.0001791228,0.0001507581,0.0003339344,0.0001596619,0.00001940691,0.00005982763,0.00007262111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4571227,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09664965226110107,"score_gpt":0.395636901093492,"score_spread":0.298987248832391,"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."}}