{"id":"W4389957145","doi":"10.1161/circ.148.suppl_1.16570","title":"Abstract 16570: Benchmarking Risk-Adjusted Outcomes in Congenital Heart Surgery","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Cohort; Benchmarking; Sample size determination; Cohort study; Statistics; Emergency medicine; Internal 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":[0.01888977,0.0007525256,0.0005264163,0.001924269,0.0002844658,0.001353978,0.001179769,0.0005086062,0.002751576],"category_scores_gemma":[0.05515959,0.0002317998,0.0008787882,0.002114114,0.0003656526,0.0008294304,0.001826378,0.0006319883,0.0007324552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458768,"about_ca_system_score_gemma":0.002035089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01135517,"about_ca_topic_score_gemma":0.007535121,"domain_scores_codex":[0.9912431,0.005510365,0.0005559921,0.0009092562,0.001459948,0.0003213766],"domain_scores_gemma":[0.9769394,0.01255879,0.003988699,0.002650886,0.003307853,0.0005545357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004824968,0.000225815,0.7935158,0.0001888519,0.0003261068,0.0000762022,0.0002783842,0.1201394,0.0005344271,0.002002797,0.004948472,0.07728124],"study_design_scores_gemma":[0.0001114423,0.0009612548,0.4995829,0.0002725135,0.0001153687,0.0001972096,0.0003992139,0.4866282,0.002646514,0.004652676,0.004363879,0.00006876821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972538,0.0007051607,0.08342348,0.0008430988,0.00008279047,0.0004307156,0.008652974,0.0009336598,0.007674365],"genre_scores_gemma":[0.9817077,0.0001151017,0.01381508,0.00005307645,0.00001853539,0.0001260177,0.003825045,0.00006148503,0.0002780553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01888977,"threshold_uncertainty_score":0.09989983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04850316124076284,"score_gpt":0.3041816385227847,"score_spread":0.2556784772820219,"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."}}