{"id":"W3136650528","doi":"10.1136/heartjnl-2020-ics.24","title":"24 SGLT-2I therapy in heart failure : challenges and opportunities","year":2020,"lang":"en","type":"article","venue":"","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dapagliflozin; Heart failure; Cohort; Internal medicine; Ejection fraction; Audit; Retrospective cohort study; Population; Intensive care medicine; Diabetes mellitus; Emergency medicine; Type 2 diabetes","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":[0.01371762,0.0003027034,0.0008165988,0.0009203333,0.0003231424,0.002492488,0.0005428306,0.0008413446,0.002502061],"category_scores_gemma":[0.0115848,0.0001454946,0.0004572092,0.001479577,0.0009153464,0.00219321,0.0009604763,0.001337483,0.0007582118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170895,"about_ca_system_score_gemma":0.0026699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901296,"about_ca_topic_score_gemma":0.003477914,"domain_scores_codex":[0.9952555,0.002891537,0.0006078223,0.0001926551,0.0008306353,0.0002217876],"domain_scores_gemma":[0.9902877,0.004650106,0.002105639,0.0003477642,0.00172986,0.0008789527],"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":[0.0007978609,0.0002413587,0.06529079,0.00442717,0.0001478247,0.0009661527,0.0006845689,0.0004550538,0.0005507553,0.003767328,0.04691724,0.8757539],"study_design_scores_gemma":[0.0004529447,0.004905557,0.3941112,0.03844046,0.0004512386,0.007113154,0.009410475,0.003897585,0.001981925,0.02309853,0.5159497,0.0001872366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.06518029,0.6538217,0.002169562,0.2650471,0.002888598,0.0001494591,0.0009171492,0.00008314283,0.009742908],"genre_scores_gemma":[0.3829512,0.5602211,0.01156032,0.026706,0.01391371,0.0002835903,0.0008945354,0.00007082498,0.003398849],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01371762,"threshold_uncertainty_score":0.0725466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170986269025122,"score_gpt":0.2695333844977445,"score_spread":0.1524347575952323,"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."}}