{"id":"W2946666273","doi":"10.1002/ejhf.1476","title":"Appropriate Prescriptions Mean Better Outcomes: How Can We Improve Ourselves?","year":2019,"lang":"en","type":"letter","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine; Medical prescription; Heart failure; MEDLINE; Intensive care medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.033826,0.001009398,0.003339307,0.002347991,0.003836162,0.01584897,0.003312958,0.01338498,0.02097387],"category_scores_gemma":[0.1545004,0.0006833021,0.001830555,0.002835833,0.007795227,0.02313219,0.006772082,0.02579977,0.007312335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00383934,"about_ca_system_score_gemma":0.01464049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00797294,"about_ca_topic_score_gemma":0.01132256,"domain_scores_codex":[0.9818897,0.009862597,0.001804417,0.001207102,0.003826588,0.001409502],"domain_scores_gemma":[0.8737248,0.07688068,0.008521047,0.006020211,0.02042782,0.01442553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001429807,0.0002657991,0.006553328,0.002234247,0.0003530466,0.00019979,0.002488131,0.0001742495,0.0001002849,0.01432396,0.7153928,0.2577714],"study_design_scores_gemma":[0.0003918918,0.0004630928,0.01632924,0.01913593,0.000639859,0.0006017205,0.01167006,0.0006536223,0.0004225227,0.137232,0.8120983,0.000361907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005983887,0.0292832,0.0007423299,0.9570231,0.01002234,0.0000177595,0.000132911,0.00008175022,0.002098216],"genre_scores_gemma":[0.04183783,0.1439901,0.00985896,0.7251533,0.07478674,0.0002705641,0.0003447467,0.0003340008,0.003423735],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.033826,"threshold_uncertainty_score":0.1788911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082776522862451,"score_gpt":0.2425383206278975,"score_spread":0.221710555399273,"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."}}