{"id":"W3160500048","doi":"10.1016/j.ypmed.2021.106609","title":"The combined effect of behavioural risk factors on disability in aging adults from the Canadian Longitudinal Study on Aging (CLSA)","year":2021,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; Impact; University of Waterloo; Population Health Research Institute; McMaster University","funders":"Institute of Aging; Canadian Institutes of Health Research","keywords":"Medicine; Gerontology; Longitudinal study; Population; Healthy aging; Demography; Environmental health; Public health; Population ageing","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":[],"consensus_categories":[],"category_scores_codex":[0.002802081,0.0001289912,0.0003073469,0.0000263877,0.0009841288,0.0000272123,0.0002532562,0.00003862639,0.0001103231],"category_scores_gemma":[0.003242212,0.00006599352,0.00006884764,0.0002689164,0.0004374602,0.00004301564,0.00003993274,0.0003695538,0.00000194857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088911,"about_ca_system_score_gemma":0.0001826166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9375349,"about_ca_topic_score_gemma":0.982931,"domain_scores_codex":[0.9962748,0.002269479,0.0003039249,0.0002454454,0.0005122744,0.0003940197],"domain_scores_gemma":[0.9940673,0.005308814,0.000123382,0.0002713864,0.00005975613,0.0001693694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004656908,0.000083647,0.9694129,0.0000097787,0.00002618359,0.00000890611,0.0274004,0.00000139356,1.427799e-7,0.0002242076,0.0001002423,0.0026856],"study_design_scores_gemma":[0.0009977996,0.0002944087,0.9558803,0.0003207451,0.00005073795,3.575818e-8,0.04206111,0.000005680553,0.00002492347,0.0001929674,0.0001131989,0.00005810085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844306,0.0002089186,9.812991e-7,0.01339845,0.000621952,0.0007559103,0.00003357865,0.000009135549,0.0005405395],"genre_scores_gemma":[0.9995095,0.00004306364,8.580963e-7,0.0001881359,0.0001249699,0.00002560441,0.00001243335,0.000006269412,0.00008916248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04539608,"threshold_uncertainty_score":0.7569222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07059209844820394,"score_gpt":0.3882285645495944,"score_spread":0.3176364661013905,"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."}}