{"id":"W2076287358","doi":"10.4061/2011/254321","title":"Surveillance of Pediatric Cardiac Surgical Outcome Using Risk Stratifications at a Tertiary Care Center in Thailand","year":2011,"lang":"en","type":"article","venue":"Cardiology Research and Practice","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine Siriraj Hospital, Mahidol University; BC Children's Hospital","keywords":"Medicine; Cardiac surgery; Risk stratification; Tertiary care; Cardiothoracic surgery; Pleural effusion; Pediatrics; Emergency medicine; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433671,0.00009432837,0.0003941883,0.0001696138,0.0001363002,0.000005323524,0.00005265512,0.00009361884,0.00002611808],"category_scores_gemma":[0.001528756,0.00007833808,0.00008183451,0.0002295308,0.0003288296,0.00009604003,0.0001595487,0.0003993647,0.00001662193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000650498,"about_ca_system_score_gemma":0.0001243131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002859118,"about_ca_topic_score_gemma":0.00007945629,"domain_scores_codex":[0.9976351,0.00128687,0.0002548374,0.0002846229,0.0002157055,0.0003228732],"domain_scores_gemma":[0.9970871,0.001951607,0.00005190376,0.0002977673,0.0004614501,0.0001501862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009682143,0.00005461662,0.9966374,0.0001096213,0.0001297108,0.0003044932,0.001168648,2.376414e-7,0.00005894124,0.000008295288,0.0001437869,0.0004160407],"study_design_scores_gemma":[0.0007928029,0.0001702806,0.9939463,0.000007253308,0.0001015183,0.0002283513,0.003177104,0.000007924986,0.00001389929,0.00001514411,0.001469529,0.00006986986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747235,0.01407642,0.000002393723,0.0001170359,0.00007597913,0.0004060216,0.0001641367,0.000009466855,0.01042501],"genre_scores_gemma":[0.9961601,0.003383551,0.0001413621,0.000008934779,0.0001620298,0.00002734143,0.0000190252,0.000009615588,0.00008797664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02143662,"threshold_uncertainty_score":0.3194534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643363165215188,"score_gpt":0.4320213700652348,"score_spread":0.267685053543716,"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."}}