{"id":"W2175757999","doi":"10.1093/eurheartj/ehv565","title":"Improving outcomes in heart failure: a personal perspective","year":2015,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Medicine; Heart failure; Digoxin; Peripheral edema; Disease; Intensive care medicine; Internal medicine; Adverse effect","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01032383,0.0007242551,0.001309159,0.001528853,0.002726451,0.006784249,0.001308949,0.007441611,0.01070555],"category_scores_gemma":[0.02555938,0.0002661445,0.0007746369,0.002055463,0.004447974,0.007676967,0.004532079,0.01900173,0.002747708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003176544,"about_ca_system_score_gemma":0.006110041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002582115,"about_ca_topic_score_gemma":0.007220335,"domain_scores_codex":[0.9942105,0.003005895,0.0004178505,0.0003402586,0.001257159,0.0007683468],"domain_scores_gemma":[0.9732327,0.006224216,0.001346371,0.000532914,0.005234263,0.01342946],"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":[0.0001152265,0.0004263621,0.002979384,0.001191974,0.0001285167,0.0004538694,0.001850509,0.0001707285,0.00009865311,0.0107508,0.8303173,0.1515168],"study_design_scores_gemma":[0.0002650806,0.001282768,0.01044073,0.01382489,0.0001325307,0.001711154,0.006611194,0.0001688071,0.0001105349,0.02266204,0.9426682,0.0001219879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001139854,0.07621524,0.0001434616,0.9016054,0.01145511,0.00001264899,0.00007250532,0.00003022742,0.009325583],"genre_scores_gemma":[0.03381041,0.290023,0.0008045309,0.5874525,0.08286504,0.00008313081,0.0001318697,0.00006270244,0.004766854],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01070555,"threshold_uncertainty_score":0.05459827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0490466481647908,"score_gpt":0.3141272988592493,"score_spread":0.2650806506944585,"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."}}