{"id":"W4247772481","doi":"10.1016/j.athoracsur.2009.10.024","title":"Invited Commentary","year":2009,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Pulmonary artery banding; Fontan procedure; Pulmonary artery; Ventricle; Cardiology; Internal medicine; Shunt (medical); Cardiopulmonary bypass; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01384267,0.001344018,0.003589679,0.001535957,0.008838127,0.008789904,0.004960696,0.1048128,0.02103266],"category_scores_gemma":[0.08892128,0.001509994,0.002671752,0.001557139,0.00417005,0.004535219,0.004995674,0.05889745,0.01566517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01131629,"about_ca_system_score_gemma":0.01625582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02073719,"about_ca_topic_score_gemma":0.0347781,"domain_scores_codex":[0.9837512,0.004711356,0.001718924,0.002257801,0.004469756,0.003090879],"domain_scores_gemma":[0.9579709,0.02240333,0.003015473,0.001261654,0.008072179,0.007276557],"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":[0.00001873294,0.000005094984,0.0001651258,0.0000358737,0.000009431144,0.0002103596,0.00006987486,0.000008500023,0.00001838947,0.0005262179,0.9976339,0.001298524],"study_design_scores_gemma":[0.0001381208,0.00003303544,0.001300794,0.0006115513,0.00007299886,0.0005692366,0.0005731448,0.0001051707,0.0001164664,0.003376759,0.9930364,0.00006624131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001515731,0.0008963857,0.00002940397,0.9450595,0.05122896,0.00001794262,0.00008303382,0.00001577211,0.002517453],"genre_scores_gemma":[0.0006694326,0.0002689683,0.00003616767,0.9742317,0.01870046,0.00003601389,0.00002233199,0.00001310752,0.00602191],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1048128,"threshold_uncertainty_score":0.08210588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1493684712135675,"score_gpt":0.4002479780886788,"score_spread":0.2508795068751113,"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."}}