{"id":"W4406088873","doi":"10.1007/s00246-024-03747-8","title":"Printed Models for Better Prediction of Surgery in Patients with Double Outlet Right Ventricle","year":2025,"lang":"en","type":"article","venue":"Pediatric Cardiology","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Vascular surgery; Medicine; Cardiac surgery; Ventricle; Abdominal surgery; Cardiothoracic surgery; Cardiology; Internal medicine; 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":[0.0006160112,0.0005857858,0.0003979757,0.002423888,0.000221617,0.0009086944,0.0003200217,0.0005937158,0.004711906],"category_scores_gemma":[0.00610857,0.0002788598,0.0007542191,0.00098522,0.0002389681,0.0007788338,0.0005820628,0.0005333155,0.001097324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688729,"about_ca_system_score_gemma":0.0001867744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226751,"about_ca_topic_score_gemma":0.001155399,"domain_scores_codex":[0.9996085,0.0001158587,0.00006487192,0.00004551599,0.0001359585,0.00002945664],"domain_scores_gemma":[0.9973013,0.001100643,0.000790165,0.0002575086,0.0003592697,0.0001912324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002450107,0.00009258135,0.9717789,0.00005570618,0.00002920208,0.001791234,0.0001359699,0.0009944524,0.0009194625,0.0001606625,0.000903508,0.02289334],"study_design_scores_gemma":[0.00003932603,0.0006752626,0.9448151,0.0002349693,0.0001761026,0.01633275,0.000915681,0.02890259,0.002348456,0.0009434063,0.00454177,0.00007457234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819376,0.002379202,0.007144656,0.0004446072,0.000154187,0.00006149116,0.001270317,0.0001989365,0.006409014],"genre_scores_gemma":[0.9927545,0.0008605378,0.005000082,0.00004112367,0.00004786767,0.00002506772,0.0005800446,0.00002304333,0.0006677784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004711906,"threshold_uncertainty_score":0.01576287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661671286540596,"score_gpt":0.2470465116481511,"score_spread":0.2304297987827451,"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."}}