{"id":"W4390081089","doi":"10.1093/geroni/igad104.3231","title":"CO-DESIGNING A HIGH-ACCURACY HOME MONITORING SYSTEM FOR MANAGING FRAILTY IN OLDER ADULTS","year":2023,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; Alberta Health Services; University of Alberta","funders":"","keywords":"Vulnerability (computing); Aging in place; Autonomy; Protocol (science); Gerontology; Medicine; Cognition; Applied psychology; Psychology; Computer science; Computer security; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001611718,0.0004863803,0.0003280021,0.0004601155,0.001027282,0.001043055,0.0009707318,0.000803443,0.003578143],"category_scores_gemma":[0.004706328,0.000202131,0.0004728281,0.0002127279,0.0004357936,0.001556775,0.001755664,0.0004847005,0.001143011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003930608,"about_ca_system_score_gemma":0.001068921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127811,"about_ca_topic_score_gemma":0.001585083,"domain_scores_codex":[0.9987663,0.0006063028,0.00009596359,0.0001703355,0.0002327937,0.0001283665],"domain_scores_gemma":[0.9983175,0.0005281182,0.0001279822,0.0001848598,0.0005873883,0.0002542087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001019892,0.002881094,0.09660435,0.002601649,0.0001639864,0.003133402,0.04392355,0.007288529,0.1085992,0.005101779,0.02306135,0.7056212],"study_design_scores_gemma":[0.0006964674,0.0118681,0.1741814,0.002192918,0.001288309,0.00863635,0.07514156,0.2187441,0.1636315,0.01251747,0.3303002,0.0008015603],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6374786,0.0004666728,0.3349982,0.002163752,0.0002138262,0.002090813,0.0002866165,0.003282701,0.01901885],"genre_scores_gemma":[0.8280451,0.0002053402,0.1645936,0.0004283549,0.00003342934,0.0008925372,0.0002159739,0.00007756627,0.005508112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003578143,"threshold_uncertainty_score":0.0119701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03905667418793446,"score_gpt":0.3317734666137199,"score_spread":0.2927167924257854,"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."}}