{"id":"W3016283672","doi":"10.14283/jfa.2020.21","title":"Prediction of Cognitive Status and 5-Year Survival Rate for Elderly with Cardiovascular Diseases: A Canadian Study of Health and Aging Secondary Data Analysis","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; Université de Moncton","funders":"","keywords":"Neurocognitive; Medicine; Dementia; Gerontology; Cognition; Disease; Cognitive decline; Cardiovascular health; Physical therapy; Internal medicine; Psychiatry","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":[0.003948689,0.0007549706,0.0009410908,0.003247543,0.002412566,0.001113979,0.001944861,0.0005326828,0.002668082],"category_scores_gemma":[0.009981534,0.0003729892,0.001656246,0.005764468,0.0005162347,0.0003245286,0.001254186,0.001132472,0.0004073084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01203685,"about_ca_system_score_gemma":0.03246041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9837191,"about_ca_topic_score_gemma":0.9826576,"domain_scores_codex":[0.9977421,0.0002728977,0.0001862014,0.0004341133,0.0009367761,0.000427964],"domain_scores_gemma":[0.9906389,0.0005910126,0.0009794181,0.00074941,0.006089805,0.0009514462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00039159,0.00007990648,0.9895387,0.0001022771,0.000425339,0.00004354129,0.0001573261,0.0003625833,0.0001079772,0.0001344927,0.004952607,0.003703451],"study_design_scores_gemma":[0.00006671833,0.00004804309,0.9969363,0.00003404625,0.000133029,0.00003410618,0.000157209,0.001039369,0.00004789701,0.00003821062,0.001448723,0.00001632393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176581,0.0008256343,0.0007133779,0.0003930524,0.00003473583,0.0003899025,0.0772282,0.00005007935,0.002706987],"genre_scores_gemma":[0.9432828,0.000508449,0.00114219,0.0001485299,0.00002352846,0.0002506522,0.0533381,0.00002306914,0.001282719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01628095,"threshold_uncertainty_score":0.08733386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04763826585753967,"score_gpt":0.3004591083130923,"score_spread":0.2528208424555526,"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."}}