{"id":"W2893644328","doi":"10.21037/jtd.2018.09.90","title":"Precision and targeted therapy in cardiac surgery","year":2018,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Surgery; General surgery; Intensive care medicine","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":[0.001142147,0.0003798411,0.0006684924,0.000300588,0.0009644649,0.001262141,0.0005700448,0.00693119,0.003708791],"category_scores_gemma":[0.004215474,0.0001148675,0.0003434219,0.0002809929,0.00254155,0.001473328,0.0007598266,0.01022666,0.00196852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211822,"about_ca_system_score_gemma":0.0009948398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003631584,"about_ca_topic_score_gemma":0.001037935,"domain_scores_codex":[0.9992096,0.0003166874,0.00005792695,0.00007370912,0.0002762718,0.00006584146],"domain_scores_gemma":[0.9986167,0.0009598267,0.0001026217,0.00006388744,0.0001312529,0.0001256328],"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":[0.0002034593,0.00017269,0.00285431,0.0009117963,0.00006431016,0.03029039,0.0004737149,0.0005324922,0.002035419,0.07217137,0.6581535,0.2321366],"study_design_scores_gemma":[0.0001001397,0.0002020268,0.001388904,0.001068416,0.00003043254,0.04026648,0.0002794871,0.0004795193,0.0004581242,0.06476834,0.8909275,0.00003061722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002777626,0.1472635,0.001700826,0.8035906,0.01704595,0.00003345579,0.00003178099,0.00006952227,0.02748677],"genre_scores_gemma":[0.08626098,0.1634975,0.002915647,0.563695,0.1667355,0.0001313329,0.00006938017,0.00003544566,0.01665923],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.00693119,"threshold_uncertainty_score":0.01240712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104550131667733,"score_gpt":0.316320680287072,"score_spread":0.2952751789703947,"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."}}