{"id":"W4242999956","doi":"10.1016/j.athoracsur.2003.12.080","title":"Invited commentary","year":2004,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Population; Attendance; Gerontology; Cohort; Demography; Environmental health; Pathology","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":[0.01642109,0.001418767,0.00285286,0.002252221,0.007109873,0.007911337,0.005097303,0.08434367,0.03594508],"category_scores_gemma":[0.1239233,0.001415591,0.002928207,0.002101211,0.003648196,0.004989421,0.004988543,0.04698735,0.01591773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008640983,"about_ca_system_score_gemma":0.01410377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01620949,"about_ca_topic_score_gemma":0.02282291,"domain_scores_codex":[0.9838243,0.004935447,0.00145898,0.00219417,0.004957671,0.002629457],"domain_scores_gemma":[0.9287865,0.04379689,0.003645033,0.002420706,0.01340038,0.007950617],"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":[0.00002093974,0.00000303667,0.00008401192,0.00006398193,0.000009750866,0.0001101343,0.00005438052,0.000006092045,0.00001687302,0.000491775,0.9978843,0.001254687],"study_design_scores_gemma":[0.0001613079,0.00002490695,0.00115219,0.0009748245,0.00008997936,0.0003485374,0.0004747681,0.00004902746,0.00009718451,0.002323836,0.9942556,0.00004786302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001352839,0.001735136,0.00002949754,0.8989592,0.0959253,0.00002503581,0.0001099201,0.00001606555,0.003064583],"genre_scores_gemma":[0.0008687325,0.0005535551,0.00004494758,0.9511894,0.03908582,0.00006450158,0.00003495811,0.00002137639,0.008136542],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08434367,"threshold_uncertainty_score":0.1202483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1400044978936383,"score_gpt":0.4074842120267386,"score_spread":0.2674797141331003,"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."}}