{"id":"W4377288964","doi":"10.1016/j.jacc.2023.02.052","title":"Improved Outcomes After Pulmonary Valve Replacement in Repaired Tetralogy of Fallot","year":2023,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; National Heart, Lung, and Blood Institute; Amsterdam Cardiovascular Sciences, Amsterdam University Medical Centers; National Institutes of Health; British Heart Foundation","keywords":"Medicine; Internal medicine; Cardiology; Propensity score matching; Cohort; Tetralogy of Fallot; Cohort study; Heart disease","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":[0.0005361109,0.0001359782,0.001349745,0.0003393692,0.00002087117,6.65831e-7,0.0001625107,0.00003974663,0.000008556051],"category_scores_gemma":[0.0005660517,0.00008739569,0.0008633035,0.0006568175,0.0005217969,0.00002867009,0.0001855324,0.0002022414,0.00000169904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008044,"about_ca_system_score_gemma":0.000235941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003059681,"about_ca_topic_score_gemma":0.00002217198,"domain_scores_codex":[0.9982833,0.000257947,0.0008008992,0.0001457513,0.0002667776,0.0002453034],"domain_scores_gemma":[0.9985798,0.0003308004,0.0003836176,0.0003831319,0.0002472247,0.00007542378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003494346,0.00006387462,0.9867158,0.00007068409,0.0009851848,0.0005517481,0.00007421298,0.00001953237,0.005000107,0.00000722714,0.001964277,0.001052988],"study_design_scores_gemma":[0.00110964,0.001200253,0.9941521,0.00007256363,0.0002863715,0.000609387,0.001263589,0.00007198109,0.0002447213,0.0001197983,0.0007974165,0.00007212158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962427,0.0004700221,0.00000429481,0.001990612,0.0003647248,0.0002963654,0.00007041309,0.0000093923,0.0005514622],"genre_scores_gemma":[0.9988598,0.0001660778,0.0001595488,0.0002200673,0.00009955306,0.00001462531,4.814413e-7,0.0000156509,0.0004642531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00743634,"threshold_uncertainty_score":0.3563893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513029857192516,"score_gpt":0.2855877386484993,"score_spread":0.2704574400765742,"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."}}