{"id":"W2900448715","doi":"10.1093/geroni/igy023.2647","title":"COMMUNITY-BASED COMPREHENSIVE GERIATRIC ASSESSMENT CLINICAL DECISION ALGORITHMS AND PRACTICE GUIDELINES","year":2018,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère","funders":"","keywords":"Context (archaeology); Geriatrics; Outreach; Clinical Practice; Consistency (knowledge bases); Medicine; Medical education; Psychology; Nursing; Computer science; Artificial intelligence; 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":[0.08917663,0.002600192,0.003670346,0.01524799,0.003355129,0.01019141,0.01005614,0.00679413,0.01085031],"category_scores_gemma":[0.2565377,0.00157814,0.006137566,0.009003994,0.002092527,0.006674761,0.007927408,0.009903995,0.006661847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01342983,"about_ca_system_score_gemma":0.05360027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02097229,"about_ca_topic_score_gemma":0.03954255,"domain_scores_codex":[0.9127796,0.05187476,0.01636588,0.003059718,0.01419968,0.001720302],"domain_scores_gemma":[0.8563339,0.05280462,0.01162811,0.003556571,0.06970321,0.005973613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002747216,0.0009167813,0.007075286,0.01647568,0.0007140588,0.0005969064,0.004033663,0.00939837,0.000292474,0.02512387,0.2766477,0.6584505],"study_design_scores_gemma":[0.002439287,0.0008083721,0.009714969,0.1918725,0.002208621,0.001231112,0.006981069,0.03170272,0.001333911,0.136892,0.6142483,0.0005673025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01390335,0.1179882,0.3748926,0.2841441,0.008349781,0.07274673,0.0105035,0.003776935,0.1136947],"genre_scores_gemma":[0.0368288,0.03485113,0.8854299,0.01057487,0.0009433315,0.02113626,0.005721837,0.00026752,0.004246315],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08917663,"threshold_uncertainty_score":0.4716167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1752034533596123,"score_gpt":0.4990770838629944,"score_spread":0.3238736305033821,"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."}}