{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005414493,0.0003604041,0.001095838,0.0006921247,0.00005918607,0.00001924768,0.0001186909,0.001289829,0.0002295931],"category_scores_gemma":[0.0004118163,0.0002766913,0.0004474731,0.000771992,0.00009051283,0.00006076105,0.00007899913,0.002242935,0.001096191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124879,"about_ca_system_score_gemma":0.0002044996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002688637,"about_ca_topic_score_gemma":0.0001072438,"domain_scores_codex":[0.9971986,0.0001744259,0.0005408988,0.0006150773,0.000960862,0.0005101361],"domain_scores_gemma":[0.9985803,0.0003942935,0.0000879381,0.0006816527,0.000134633,0.0001211927],"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":[0.00003852097,0.000008333534,0.006788126,0.0003347727,0.00008635694,0.000837051,0.000200101,0.000007506936,0.0003772347,0.000001397893,0.9906161,0.0007045058],"study_design_scores_gemma":[0.00115307,0.00008795902,0.03579764,0.001356212,0.0001785043,0.00005651509,0.00009625079,0.00001987108,0.00002443596,0.0001002247,0.9608855,0.0002438729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005665491,0.0006543467,0.00001258503,0.9862193,0.004431983,0.0009999287,0.00002873305,0.0002058037,0.001781775],"genre_scores_gemma":[0.02170793,0.0005531714,0.001169052,0.8660715,0.08324603,0.0003478625,0.004650893,0.0005104059,0.02174312],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1201478,"threshold_uncertainty_score":0.9999685,"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."}}