{"id":"W2998051554","doi":"10.1161/jaha.119.013360","title":"Association Between Physicians’ Appropriate Use of Echocardiography and Subsequent Healthcare Use and Outcomes in Patients With Heart Failure","year":2019,"lang":"en","type":"article","venue":"Journal of the American Heart Association","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Institute for Work & Health; Mount Sinai Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; The Scarborough Hospital; Public Health Ontario; University Health Network; University of Toronto; Women's College Hospital","funders":"CorHealth Ontario; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Heart failure; Odds ratio; Odds; Internal medicine; Psychological intervention; Cardiology; Transthoracic echocardiogram; Outpatient clinic; Emergency medicine; Logistic regression","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":[0.001272089,0.0002170445,0.0003269911,0.0006238468,0.0004906618,0.0006517932,0.0004036431,0.0005774588,0.001236113],"category_scores_gemma":[0.004977544,0.0001797822,0.0004842477,0.0008139187,0.0004710062,0.0003003585,0.000370212,0.0006918253,0.00007545738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007463788,"about_ca_system_score_gemma":0.0009305169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03502859,"about_ca_topic_score_gemma":0.05356397,"domain_scores_codex":[0.9989238,0.0003445831,0.000111786,0.0001732166,0.0002433577,0.0002030589],"domain_scores_gemma":[0.993046,0.001615451,0.003722008,0.0002843688,0.0004386001,0.0008936232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006995326,0.0000229978,0.9995626,0.000004621722,0.00003130309,0.000007752967,0.00001360902,0.00001570354,0.000023793,0.000002641162,0.0000344918,0.0002106755],"study_design_scores_gemma":[0.000007941253,0.00003321141,0.9998086,0.000001736862,0.00001202315,0.0000187625,0.00002429555,0.00005933648,0.000008282456,0.000003931524,0.00002098922,9.224177e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991303,0.0002237891,0.00002809693,0.00009728249,0.000005048747,0.000006380103,0.0002310967,0.000001654073,0.0002764096],"genre_scores_gemma":[0.9996705,0.00004539939,0.00003445164,0.00003005106,0.00001798045,0.000005873819,0.0001574719,5.079187e-7,0.00003761541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03502859,"threshold_uncertainty_score":0.0696494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452052508114682,"score_gpt":0.4095831331644894,"score_spread":0.2643778823530211,"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."}}