{"id":"W4387338250","doi":"10.1016/j.cjca.2023.06.101","title":"OUTPATIENT MEDICATION OPTIMIZATION AND THE IMPACT ON LEFT VENTRICULAR EJECTION FRACTION RECOVERY: AN ANALYSIS OF RECENTLY DIAGNOSED HEART FAILURE PATIENTS FOLLOWED AT A TERTIARY CARE CENTRE","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Ejection fraction; Heart failure; Guideline; Cardiology; Internal medicine; Medical therapy; Outpatient clinic; Intensive care medicine; 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":[0.0003112493,0.0002528592,0.00073128,0.0006095646,0.0007871501,0.0009966253,0.0004332776,0.0007205572,0.001335452],"category_scores_gemma":[0.001994202,0.0002802553,0.0007926762,0.001283888,0.000363026,0.0004816088,0.0006022637,0.001055592,0.0001286505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009038472,"about_ca_system_score_gemma":0.001069748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01941076,"about_ca_topic_score_gemma":0.0342759,"domain_scores_codex":[0.9994572,0.0001156446,0.00006933132,0.00009354263,0.00009594704,0.0001684196],"domain_scores_gemma":[0.9982868,0.0003372577,0.0006548,0.00005195318,0.0001184164,0.0005508603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002073822,0.0001022661,0.9984604,0.000009816685,0.00005946882,0.0002562225,0.0001147602,0.00002115429,0.00009384417,0.000007556323,0.0000404676,0.000626738],"study_design_scores_gemma":[0.000009580635,0.0002210475,0.9991035,0.000005859704,0.00003040115,0.00020958,0.0003100269,0.00005997213,0.00001120232,0.000004725395,0.00003036128,0.000003743271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995154,0.0001787212,0.00001070302,0.00004495657,0.000003513073,0.000003437572,0.00008348284,7.50005e-7,0.0001591513],"genre_scores_gemma":[0.9996393,0.00009810796,0.00002136358,0.00004580541,0.00001163662,0.000002965456,0.0001276322,0.000001035168,0.00005213745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01941076,"threshold_uncertainty_score":0.03859556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006059663631589628,"score_gpt":0.2391722041294642,"score_spread":0.2331125404978745,"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."}}