{"id":"W2982515182","doi":"10.1111/joim.13002","title":"The hospital frailty risk score in patients with heart failure is strongly associated with outcomes but less so with pharmacotherapy","year":2019,"lang":"en","type":"article","venue":"Journal of Internal Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"Alberta Health Services","keywords":"Medicine; Heart failure; Pharmacotherapy; Retrospective cohort study; Cohort; Internal medicine; Emergency department; Emergency medicine; Framingham Risk Score; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001017681,0.0002599648,0.0005430968,0.000749875,0.0005125717,0.0009506748,0.0003952555,0.0005169907,0.002859915],"category_scores_gemma":[0.006178565,0.0001342283,0.0007343024,0.00136471,0.0004606753,0.000373618,0.0005567837,0.001108585,0.0002751338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008414897,"about_ca_system_score_gemma":0.001196814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03337444,"about_ca_topic_score_gemma":0.052003,"domain_scores_codex":[0.9993287,0.0001321328,0.00008373226,0.0001105297,0.0002083101,0.0001365841],"domain_scores_gemma":[0.9950808,0.0006845223,0.002663255,0.0002091602,0.0005533018,0.0008090724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004841893,0.00001028811,0.9978497,0.00001126899,0.00005324067,0.00002488735,0.0000177311,0.00003115637,0.00002947281,0.00001147503,0.0001576511,0.001754755],"study_design_scores_gemma":[0.000002156314,0.00001657341,0.9996046,0.00001314315,0.00002610201,0.00005167499,0.00003177904,0.00007767211,0.000008119564,0.00002571269,0.0001397227,0.000002652805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908077,0.003679442,0.0002035779,0.001191556,0.00005512476,0.00001665917,0.0007769665,0.00001305926,0.003255744],"genre_scores_gemma":[0.9989762,0.0003595187,0.00007626746,0.0001018504,0.00003948637,0.000003262519,0.0002674554,0.000002172809,0.0001738032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03337444,"threshold_uncertainty_score":0.06636035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009999966815465649,"score_gpt":0.270376407926446,"score_spread":0.2603764411109803,"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."}}