{"id":"W2913717356","doi":"10.1016/j.athoracsur.2015.04.043","title":"Invited Commentary","year":2015,"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":"University of New Brunswick; Canada Research Chairs; University of Toronto","funders":"","keywords":"Medicine; Cohort; Scopus; Heart disease; Statistic; Heart transplantation; Disease; Retrospective cohort study; Pediatrics; Transplantation; General surgery; Gerontology; Surgery; MEDLINE; Internal medicine","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":[0.01594598,0.00146974,0.003927257,0.001918008,0.009293236,0.01039698,0.005287801,0.107907,0.0204968],"category_scores_gemma":[0.1171194,0.001755004,0.002916481,0.00167086,0.005493235,0.005372015,0.006043662,0.0604943,0.01399163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01196304,"about_ca_system_score_gemma":0.02009214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01827083,"about_ca_topic_score_gemma":0.02759432,"domain_scores_codex":[0.9803708,0.005629408,0.00201303,0.002499851,0.005771337,0.003715518],"domain_scores_gemma":[0.9478848,0.0270805,0.004063813,0.001563323,0.009265055,0.01014247],"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":[0.00001897514,0.000006032102,0.0002002047,0.0000406971,0.00001245141,0.0002305437,0.00009844912,0.00001071766,0.00001813463,0.0007309425,0.9969705,0.001662331],"study_design_scores_gemma":[0.0001410446,0.000037957,0.001222292,0.000826477,0.00008106905,0.0005739204,0.0006218403,0.0001328755,0.000110264,0.005050975,0.9911234,0.0000779513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001321617,0.0009740376,0.00003015039,0.9537332,0.04296182,0.00001577693,0.00006746386,0.00001578955,0.002069624],"genre_scores_gemma":[0.0007043832,0.0003000606,0.00003230712,0.9694056,0.02452711,0.00003844117,0.00002063286,0.0000121389,0.004959315],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.107907,"threshold_uncertainty_score":0.08679831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2136166189983831,"score_gpt":0.4136412618152618,"score_spread":0.2000246428168787,"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."}}