{"id":"W4312051755","doi":"10.1093/eurheartjsupp/suac112","title":"Reflecting on the advancements of HFrEF therapies over the last two decades and predicting what is yet to come","year":2022,"lang":"en","type":"article","venue":"European Heart Journal Supplements","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Heart failure; Cardiogenic shock; Impella; Intensive care medicine; Randomized controlled trial; Inotrope; Cardiology; Internal medicine; Ventricular assist device; Myocardial infarction","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001649926,0.000165683,0.0001988349,0.0001194499,0.0009631944,0.0001352479,0.0001719314,0.000006544117,0.001705623],"category_scores_gemma":[0.00004488938,0.00009307999,0.00008610092,0.0002172507,0.00003901541,0.0001617552,0.0003541444,0.0003821566,0.00002533876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009221546,"about_ca_system_score_gemma":0.00001966103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001662687,"about_ca_topic_score_gemma":0.000007696099,"domain_scores_codex":[0.9979041,0.0005115942,0.0003920057,0.0002051796,0.0006674692,0.0003196416],"domain_scores_gemma":[0.9992563,0.0001553799,0.000146504,0.0002752175,0.00004565333,0.000121002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006064476,0.0007251908,0.6834691,0.00006125593,0.0013787,0.000210899,0.0258914,0.0001248193,0.00984713,0.0003685675,0.2394643,0.03785219],"study_design_scores_gemma":[0.002397909,0.001549341,0.08911894,0.0002533265,0.0001086223,0.0001397348,0.009534075,0.00002609835,0.000983427,0.00006423896,0.8957022,0.0001221173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669793,0.0005118789,0.00001797397,0.03052947,0.0003544501,0.0007050905,0.00001954519,0.00001832019,0.0008640156],"genre_scores_gemma":[0.9880775,0.0002988585,0.0005244331,0.01018067,0.0001813171,0.00002166977,0.000007943429,0.00003628958,0.000671324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6562379,"threshold_uncertainty_score":0.999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07244281066579553,"score_gpt":0.3819810942179909,"score_spread":0.3095382835521954,"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."}}