{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005479199,0.0003766842,0.00207071,0.000413583,0.00007246395,0.00002423885,0.00006793021,0.0002996897,0.0002959224],"category_scores_gemma":[0.0002283505,0.0002920932,0.0003978063,0.0007387363,0.0001171299,0.00006536744,0.00009995708,0.0002301922,0.00005605295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000854695,"about_ca_system_score_gemma":0.0003093124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003707124,"about_ca_topic_score_gemma":0.03910904,"domain_scores_codex":[0.9951698,0.002015347,0.0008886678,0.001308453,0.0001172343,0.0005004703],"domain_scores_gemma":[0.9982072,0.0004504226,0.00008524333,0.0008197602,0.00008581743,0.0003516045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003467675,0.001723703,0.9847751,0.000003884473,0.001839027,0.0002628749,0.0005583551,0.007809424,0.0001782613,0.00000575987,0.0003635467,0.002133329],"study_design_scores_gemma":[0.009331764,0.0118795,0.9580564,0.00001465129,0.002215995,0.00001113006,0.002096912,0.003449204,0.00002757076,0.00001604389,0.01266067,0.0002401002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892098,0.0002980963,0.0003654912,0.007597546,0.0001157066,0.002261603,0.00006052667,0.00005925538,0.00003196567],"genre_scores_gemma":[0.9831773,0.0003329827,0.01416556,0.0002912847,0.0003393951,0.0005085187,0.001027034,0.00002691163,0.0001309964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03540191,"threshold_uncertainty_score":0.9999531,"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."}}