{"id":"W3090238742","doi":"10.1016/j.cjca.2020.07.170","title":"IMPACT OF APPROPRIATE ECHOCARDIOGRAPHY USE ON UTILIZATION OF CARDIAC SERVICES AND OUTCOMES IN PATIENTS WITH HEART FAILURE OR CORONARY ARTERY DISEASE: A RETROSPECTIVE COHORT STUDY OF THE ECHO WISELY RANDOMIZED CONTROLLED TRIAL","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Coronary artery disease; Heart failure; Psychological intervention; Randomized controlled trial; Cardiology; Internal medicine; Intensive care medicine; Cohort; Observational study; Retrospective cohort study; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003987077,0.00130157,0.003219147,0.0004267472,0.000724544,0.00229793,0.001096198,0.002647193,0.002510804],"category_scores_gemma":[0.01004154,0.001146954,0.004678973,0.0009532211,0.001370125,0.001689838,0.0009988762,0.00327078,0.0003429809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009172938,"about_ca_system_score_gemma":0.00132944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004818701,"about_ca_topic_score_gemma":0.005134833,"domain_scores_codex":[0.9960014,0.002089393,0.0003729678,0.0008455311,0.0002401738,0.000450459],"domain_scores_gemma":[0.992215,0.003361743,0.002055926,0.0009858758,0.00046993,0.0009115345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8225294,0.004771497,0.1394283,0.0008208373,0.02418185,0.0001789254,0.0002274652,0.0004090352,0.0008851712,0.0002724816,0.0009233126,0.005371719],"study_design_scores_gemma":[0.4866531,0.06040704,0.403779,0.0004283502,0.04192475,0.0002614359,0.0006851522,0.002499206,0.0007020964,0.0009582294,0.001443712,0.000257926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995392,0.002867491,0.0002001193,0.0002121822,0.0001900689,0.0001909878,0.0005168619,0.00001095785,0.0004193427],"genre_scores_gemma":[0.9971588,0.0007012746,0.000366336,0.0003128566,0.0002431434,0.0002359051,0.0006366363,0.00000869784,0.0003363923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004818701,"threshold_uncertainty_score":0.02108592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280268230527452,"score_gpt":0.3978777242441423,"score_spread":0.269850901191397,"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."}}