{"id":"W2772358201","doi":"10.1016/j.jtcvs.2017.08.104","title":"Patient selection is the key issue in the surgical treatment of patients with end-stage heart failure","year":2017,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Heart failure; Heart transplantation; Ventricle; Bypass grafting; Cardiac surgery; Stage (stratigraphy); Artery; Cardiology; Internal medicine; Destination therapy; Transplantation; Coronary artery disease; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0007718812,0.0003046194,0.001527763,0.0001677317,0.0001542495,0.00005656915,0.00009263075,0.0002997453,0.00005903804],"category_scores_gemma":[0.00003177095,0.000120747,0.002800177,0.0001332566,0.0001707897,0.00008061487,0.00002466321,0.0007129051,0.000001010314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007795758,"about_ca_system_score_gemma":0.0001578101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001585357,"about_ca_topic_score_gemma":0.000004051152,"domain_scores_codex":[0.9973467,0.0004634442,0.000555858,0.0002294372,0.001151771,0.0002527739],"domain_scores_gemma":[0.9982912,0.0002747276,0.000516839,0.0005661174,0.0002920719,0.00005903091],"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":[0.00155786,0.0002343088,0.2394208,0.0008750771,0.01177714,0.00515925,0.002032362,0.00004775652,0.000003025564,7.786555e-7,0.6258416,0.11305],"study_design_scores_gemma":[0.000444554,0.0005066616,0.06544863,0.0003122782,0.001514265,0.002604882,0.0001889504,0.000001245362,0.00007567077,0.000002067417,0.9287608,0.0001399868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9044551,0.01647831,0.000002593283,0.07781959,0.0005298256,0.0005366199,0.00005559343,0.000005203966,0.0001172166],"genre_scores_gemma":[0.9752893,0.004023605,0.00008820811,0.01461282,0.005216578,0.00002475684,0.00008728288,0.00006248969,0.0005949347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3029192,"threshold_uncertainty_score":0.4923921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095750224271506,"score_gpt":0.249987765425557,"score_spread":0.2390302631828419,"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."}}