{"id":"W4388265316","doi":"10.1016/j.jcjd.2023.10.099","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 Diabetes","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Ejection fraction; Tertiary care; Heart failure; Cardiology; Emergency medicine; Internal medicine; Intensive care 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":[0.00042005,0.0002753033,0.0007668019,0.0007177719,0.0008895612,0.001041615,0.000482937,0.0008379371,0.001303988],"category_scores_gemma":[0.002289257,0.0003566745,0.0009167638,0.001673117,0.000375252,0.0005422948,0.0006699294,0.001194392,0.0001351826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009547953,"about_ca_system_score_gemma":0.001040353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02545949,"about_ca_topic_score_gemma":0.04228147,"domain_scores_codex":[0.9992809,0.0001785996,0.00009529748,0.0001126244,0.0001264079,0.0002061929],"domain_scores_gemma":[0.9980687,0.0004091772,0.0007337704,0.00006638066,0.0001366763,0.0005852139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001630398,0.0001109565,0.9987252,0.000008155131,0.00005582446,0.0001601387,0.0001299947,0.00001674143,0.00007401375,0.000005280076,0.00002578597,0.0005247243],"study_design_scores_gemma":[0.000007879828,0.0002117631,0.9991983,0.000004609466,0.00002738406,0.0001340261,0.0003164067,0.0000610917,0.000009976664,0.000003398736,0.00002181932,0.000003469345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996165,0.0001322831,0.00001000271,0.00003419274,0.00000267782,0.000003469602,0.00006936328,7.177157e-7,0.0001308671],"genre_scores_gemma":[0.9997199,0.00007073427,0.00002017255,0.00003497265,0.000007678546,0.000003037791,0.0000920495,9.131252e-7,0.00005056061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02545949,"threshold_uncertainty_score":0.05062264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007686015656650489,"score_gpt":0.2437913554046128,"score_spread":0.2361053397479623,"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."}}