{"id":"W4385858377","doi":"10.1016/j.jchf.2023.06.024","title":"Precision Medicine in Cardiogenic Shock","year":2023,"lang":"en","type":"letter","venue":"JACC Heart Failure","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Cardiogenic shock; Shock (circulatory); Cardiology; Medicine; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009482421,0.001403371,0.002290859,0.001591327,0.01180264,0.01150501,0.002422758,0.1520353,0.01142499],"category_scores_gemma":[0.05915654,0.001097947,0.002441361,0.001083632,0.008760427,0.005482831,0.005329192,0.07997603,0.006346802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009053856,"about_ca_system_score_gemma":0.01451474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01513893,"about_ca_topic_score_gemma":0.02814473,"domain_scores_codex":[0.9904906,0.002979655,0.001021096,0.001016382,0.002902868,0.001589385],"domain_scores_gemma":[0.9697686,0.01915825,0.001713512,0.001118808,0.003647256,0.004593609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004022687,0.00002630781,0.0004980674,0.00008022157,0.00003835413,0.002091957,0.0002525084,0.0001154345,0.0001691571,0.01643851,0.9703314,0.009917843],"study_design_scores_gemma":[0.0002320157,0.0001247138,0.001469249,0.001012647,0.00008284782,0.002023716,0.0005124472,0.0007937119,0.0002665886,0.05836342,0.9349899,0.0001285994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001535605,0.00179227,0.0001257189,0.9782905,0.01312885,0.00001008094,0.00001952308,0.0000194138,0.006460156],"genre_scores_gemma":[0.003193255,0.001085373,0.0002020211,0.9490203,0.04024732,0.00002732787,0.00001473115,0.00001594136,0.006193774],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1520353,"threshold_uncertainty_score":0.06569064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703976926918112,"score_gpt":0.2910721548358783,"score_spread":0.2740323855666972,"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."}}