{"id":"W4254843982","doi":"10.1016/j.athoracsur.2011.01.013","title":"Invited Commentary","year":2011,"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":"Health Sciences Centre; Alberta Health Services; University of Alberta","funders":"","keywords":"Medicine; Truncus arteriosus; Interrupted aortic arch; Surgery; Cardiology; Ductus arteriosus; Internal medicine; Heart disease; Aorta; Aortic arch; Tetralogy of Fallot","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":[0.01381886,0.001499798,0.003681723,0.001821181,0.009678184,0.009660025,0.004753395,0.1078493,0.02101409],"category_scores_gemma":[0.09517286,0.0016998,0.002747399,0.001738095,0.004621062,0.004972375,0.005300233,0.06223678,0.01533953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01217348,"about_ca_system_score_gemma":0.01768764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01979119,"about_ca_topic_score_gemma":0.03164584,"domain_scores_codex":[0.9828604,0.004989813,0.001690504,0.002153997,0.004805521,0.00349981],"domain_scores_gemma":[0.9553061,0.02400073,0.003087828,0.001302668,0.008287993,0.008014782],"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":[0.00001818256,0.000005122736,0.0001582138,0.00003647462,0.000009612022,0.0002093484,0.00007527613,0.000009030529,0.00001625439,0.0004881606,0.9975778,0.001396647],"study_design_scores_gemma":[0.0001260364,0.00003457903,0.001244251,0.0006627328,0.00007586584,0.0005884052,0.0006270965,0.0001065181,0.0001050891,0.00321502,0.9931415,0.00007289082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00013543,0.0009037012,0.00002602919,0.9518587,0.04475107,0.00001496082,0.00006776215,0.00001546868,0.002226874],"genre_scores_gemma":[0.0006683094,0.0003020237,0.00003242067,0.9699808,0.02260534,0.00003938094,0.00002236513,0.00001286869,0.006336546],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1078493,"threshold_uncertainty_score":0.08832526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1990498029081847,"score_gpt":0.3917479897197373,"score_spread":0.1926981868115526,"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."}}