{"id":"W4223921139","doi":"10.1002/ehf2.13929","title":"Therapeutic Inertia in the Pharmacological Management of Heart Failure with Reduced Ejection Fraction","year":2022,"lang":"en","type":"editorial","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General hospital; University hospital; Library science; Emergency 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":[0.01170109,0.0003966045,0.001892958,0.0009031799,0.0003878586,0.001736455,0.0007320822,0.001660923,0.003584467],"category_scores_gemma":[0.03715587,0.0002265473,0.001490346,0.001168573,0.001144105,0.001325979,0.0008259927,0.00301996,0.0002619392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001695,"about_ca_system_score_gemma":0.001889725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377096,"about_ca_topic_score_gemma":0.00234197,"domain_scores_codex":[0.9855048,0.008481657,0.002916919,0.001021589,0.001822783,0.000252155],"domain_scores_gemma":[0.9671747,0.02368831,0.007253187,0.0005363493,0.0007140151,0.0006334903],"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":[0.02597643,0.001327432,0.01942288,0.05803019,0.01015156,0.00033947,0.0009898914,0.001463104,0.001179026,0.02426493,0.02296204,0.8338931],"study_design_scores_gemma":[0.06174603,0.03759807,0.2846996,0.1566729,0.04719935,0.003129749,0.001899878,0.01200619,0.002928963,0.1091526,0.2822941,0.0006725504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.03354996,0.9262778,0.002723759,0.02444295,0.002936981,0.0004221091,0.0004148839,0.00004977046,0.00918177],"genre_scores_gemma":[0.568491,0.3743782,0.007716666,0.03031056,0.01637821,0.0009457453,0.0007474016,0.00004974831,0.0009824558],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01170109,"threshold_uncertainty_score":0.06188202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601843613371286,"score_gpt":0.300589281437918,"score_spread":0.2845708453042052,"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."}}