{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009970627,0.0002436755,0.0004498968,0.0003453895,0.000225762,0.0005895706,0.0003105107,0.0004945737,0.0006128731],"category_scores_gemma":[0.004380431,0.0001306924,0.0005893031,0.0002905013,0.0003718327,0.0003491827,0.0004179791,0.0005433021,0.0001067202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267087,"about_ca_system_score_gemma":0.000233727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006960346,"about_ca_topic_score_gemma":0.0009164159,"domain_scores_codex":[0.9994283,0.0001967449,0.00006089964,0.0001253172,0.000080289,0.0001084277],"domain_scores_gemma":[0.997244,0.0005422246,0.001504151,0.000181021,0.0001267211,0.0004018387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005525116,0.00006192257,0.9931694,0.00002553822,0.0001406304,0.0002899391,0.00004271787,0.0001306002,0.0004252539,0.0000281725,0.00007496535,0.005058385],"study_design_scores_gemma":[0.00001321123,0.0003726208,0.998513,0.000008405078,0.00005129053,0.000606487,0.00003966684,0.0002168362,0.00006597005,0.00005467466,0.00005385037,0.000004064406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990919,0.0005832905,0.00008497314,0.00005198377,0.00001442334,0.000002073485,0.00004924626,0.000003265857,0.0001188244],"genre_scores_gemma":[0.9996737,0.0001280894,0.00003293795,0.00001893997,0.00002492227,0.00000117666,0.00008666722,7.536531e-7,0.0000328163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009970627,"threshold_uncertainty_score":0.005273044,"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."}}