{"id":"W3158365458","doi":"10.1002/clc.23576","title":"Perceived risk profile and treatment optimization in heart failure: an analysis from BIOlogy Study to TAilored Treatment in chronic heart failure","year":2021,"lang":"en","type":"article","venue":"Clinical Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Agence Nationale de la Recherche; European Commission","keywords":"Medicine; Ejection fraction; Heart failure; Internal medicine; Adverse effect; Cardiology; Renal function; Hyperkalemia; Bradycardia; Blood pressure; Heart rate","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":[0.008049158,0.0006442273,0.001232151,0.001144778,0.0006227428,0.0009820448,0.000766742,0.00106925,0.002753275],"category_scores_gemma":[0.01436095,0.0003856985,0.004822927,0.001194648,0.0006820835,0.0009182404,0.001465467,0.001533192,0.000194516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006666604,"about_ca_system_score_gemma":0.0007818874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004881258,"about_ca_topic_score_gemma":0.003149453,"domain_scores_codex":[0.9919864,0.005939565,0.0004209182,0.0005996871,0.0005911324,0.0004622743],"domain_scores_gemma":[0.9749337,0.0133523,0.006489443,0.00119329,0.0007761485,0.003255073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00564772,0.0007017141,0.9872865,0.00008133907,0.002953556,0.0000706864,0.0002354455,0.0003802839,0.00008963773,0.00005611028,0.0002858344,0.002211233],"study_design_scores_gemma":[0.0004363919,0.001697513,0.9948779,0.00001952664,0.0004846992,0.00005192362,0.0002635325,0.001914578,0.00002273464,0.0000666633,0.0001456176,0.00001891568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991272,0.0003438494,0.0001055991,0.00008664735,0.00001359096,0.00003032375,0.0001653753,0.000002349704,0.0001250644],"genre_scores_gemma":[0.9992151,0.0001033909,0.0001114652,0.00006564689,0.00002736254,0.00004717626,0.0003269779,0.000002651399,0.0001002328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008049158,"threshold_uncertainty_score":0.04256856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055234112514935,"score_gpt":0.3691617775200662,"score_spread":0.3286094363949168,"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."}}