{"id":"W4401650360","doi":"10.1002/ejhf.3422","title":"Are Mechanical Circulatory Supports the Forgotten Aspect in the Implementation of Therapies for Heart Failure?","year":2024,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cardiogenic shock; Heart failure; Decompensation; Internal medicine; Ejection fraction; Cardiology; Myocardial infarction; Incidence (geometry); Population; Heart transplantation; Mortality 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":[0.01285323,0.0003850996,0.001061187,0.0009691165,0.001928476,0.006328157,0.002383561,0.007312138,0.01144322],"category_scores_gemma":[0.08884124,0.0003546623,0.0007513293,0.001307366,0.004800919,0.009469436,0.002182636,0.01128297,0.002035382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003086104,"about_ca_system_score_gemma":0.006773144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004804622,"about_ca_topic_score_gemma":0.006991649,"domain_scores_codex":[0.9874998,0.004455849,0.001461283,0.0008817862,0.004729948,0.000971421],"domain_scores_gemma":[0.9355476,0.03153743,0.009342662,0.001841684,0.01211436,0.009616258],"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":[0.0005732388,0.0003260912,0.01639928,0.00257083,0.0002369348,0.001007083,0.001592106,0.0003078138,0.0002583474,0.04062386,0.2304978,0.7056068],"study_design_scores_gemma":[0.0002831032,0.0007582167,0.04012975,0.02575166,0.0002246084,0.002500678,0.005885711,0.0006387538,0.0003955881,0.07609016,0.8471166,0.0002251518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004932695,0.1113873,0.0008950979,0.863999,0.01237874,0.00001823709,0.0001455226,0.00003192601,0.006211401],"genre_scores_gemma":[0.1621863,0.382194,0.003248418,0.3614955,0.08625797,0.0001024589,0.0003944752,0.0001121923,0.00400871],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01285323,"threshold_uncertainty_score":0.06797516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086203005104564,"score_gpt":0.3008162956882472,"score_spread":0.2799542656372015,"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."}}