{"id":"W2158925500","doi":"10.1177/021849230401200301","title":"Quality Assessment in Cardiac Surgery: Do Not Miss the Boat!","year":2004,"lang":"en","type":"editorial","venue":"Asian Cardiovascular and Thoracic Annals","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Quality (philosophy); Cardiac surgery; Surgery; Intensive care medicine; General 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01371471,0.0007767503,0.005601506,0.0003025717,0.0002078172,0.0002119806,0.0002469861,0.00123674,0.00003487488],"category_scores_gemma":[0.001547689,0.0005362852,0.00853698,0.0005312877,0.0003081145,0.0001176191,0.0001277657,0.001887881,0.00003362248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188772,"about_ca_system_score_gemma":0.001373975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006517427,"about_ca_topic_score_gemma":0.00001196154,"domain_scores_codex":[0.9915121,0.002504913,0.001057009,0.001145539,0.002946112,0.0008343019],"domain_scores_gemma":[0.9941799,0.002958407,0.0002355811,0.001821877,0.0003675156,0.0004366896],"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":[0.001184254,0.000347193,0.01444875,0.002974531,0.02158665,0.004916106,0.001037492,0.00003027665,0.000006068627,0.001669747,0.6194085,0.3323904],"study_design_scores_gemma":[0.0005796351,0.00004885548,0.0489703,0.0005299996,0.001551035,0.00006995598,0.0004018984,5.844927e-7,0.00002778986,0.0001046631,0.9471127,0.0006025831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.005676615,0.1945539,0.0004142484,0.01828113,0.6599458,0.005155775,0.0009091385,0.000374972,0.1146884],"genre_scores_gemma":[0.2135452,0.04723106,0.0002454652,0.00121929,0.7311468,0.0005168803,0.001557371,0.0003785687,0.004159298],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3317878,"threshold_uncertainty_score":0.9997089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04259212948319573,"score_gpt":0.3646241498753769,"score_spread":0.3220320203921812,"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."}}