{"id":"W4293553221","doi":"10.1002/ehf2.14040","title":"Practical Management of Frailty in Older Patients with Heart Failure","year":2022,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Frailty in Older Adults","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Heart failure; Medicine; Intensive care medicine; Gerontology; Management of heart failure; Internal medicine","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":[0.01533155,0.0008262147,0.001086339,0.001751459,0.001502723,0.002378475,0.001580172,0.003721298,0.003864525],"category_scores_gemma":[0.04078501,0.0002877012,0.001788835,0.0006994578,0.00122871,0.002737525,0.003675865,0.00369064,0.001074988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329197,"about_ca_system_score_gemma":0.01082806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001748164,"about_ca_topic_score_gemma":0.005183196,"domain_scores_codex":[0.9910545,0.006375797,0.001129186,0.0003567773,0.0007282634,0.00035554],"domain_scores_gemma":[0.986262,0.007125127,0.001482742,0.000454443,0.003164448,0.001511247],"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":[0.0002067274,0.0004659843,0.01203508,0.02165934,0.0005427523,0.001628079,0.007236615,0.001293774,0.0009551271,0.008941423,0.1918892,0.7531459],"study_design_scores_gemma":[0.0006924468,0.001374252,0.03081848,0.1455546,0.001304034,0.004163202,0.01780895,0.002441544,0.001568407,0.06397793,0.7299402,0.000356014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02419937,0.2868387,0.04745588,0.5980618,0.01629232,0.002689836,0.0008733842,0.0004193358,0.02316935],"genre_scores_gemma":[0.2993733,0.3332169,0.2270869,0.1104831,0.01543821,0.005556462,0.001594442,0.0001068321,0.007143751],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01533155,"threshold_uncertainty_score":0.08108199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537541685303222,"score_gpt":0.2848597810960377,"score_spread":0.2694843642430054,"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."}}