{"id":"W3157792387","doi":"10.1002/ejhf.2213","title":"Optimizing evidence‐based heart failure medication: every contact counts","year":2021,"lang":"en","type":"letter","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ejection fraction; Heart failure; Guideline; Acute coronary syndrome; Canadian Cardiovascular Society; Clinical trial; Randomized controlled trial; Health care; Emergency medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01377778,0.0009952759,0.002153749,0.002234192,0.0009385142,0.007105839,0.001671999,0.00223901,0.02105155],"category_scores_gemma":[0.08540542,0.0005634473,0.001340879,0.002200134,0.0006221781,0.005538599,0.003975667,0.003917353,0.004265224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874274,"about_ca_system_score_gemma":0.004776378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001108559,"about_ca_topic_score_gemma":0.003027869,"domain_scores_codex":[0.9797775,0.01214459,0.002530682,0.0008171179,0.004391637,0.0003385343],"domain_scores_gemma":[0.9453014,0.03138557,0.00721304,0.003734276,0.006641907,0.005723844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003916424,0.0005651986,0.00479944,0.001711934,0.0003627249,0.00007764584,0.0002612266,0.0003737755,0.0001314986,0.002194076,0.1403725,0.8487583],"study_design_scores_gemma":[0.004130216,0.00505267,0.06250646,0.02382121,0.0023843,0.001522738,0.001838533,0.007048004,0.001817136,0.04847237,0.8410589,0.0003475147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04674787,0.1013008,0.05895755,0.6324733,0.0128601,0.004442072,0.003994037,0.003941843,0.1352824],"genre_scores_gemma":[0.4584417,0.1112986,0.248964,0.1193313,0.03242335,0.006530469,0.003930818,0.001010961,0.01806876],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02105155,"threshold_uncertainty_score":0.07286471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04541076367402574,"score_gpt":0.282840101589884,"score_spread":0.2374293379158583,"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."}}