{"id":"W4285025043","doi":"10.1053/j.pcsu.2022.02.001","title":"Integrating Novel Physiologic Data into Decision-Making in Congenital Heart Surgery","year":2022,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery Pediatric Cardiac Surgery Annual","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medicine; Intracardiac injection; Cardiology; Internal medicine; Ventricle; Fontan procedure; Shunt (medical); Pulmonary atresia; Superior vena cava; Pulmonary artery; Atrioventricular valve; Heart disease; Blood flow; Pulmonary valve; Radiology","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":[0.005668134,0.001047889,0.003279569,0.003162664,0.0002535661,0.002569539,0.001543799,0.001432872,0.003677653],"category_scores_gemma":[0.02031949,0.0004287329,0.001983244,0.003755603,0.001258185,0.002420823,0.001106152,0.002423688,0.0005390196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088026,"about_ca_system_score_gemma":0.003003781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002666074,"about_ca_topic_score_gemma":0.005014719,"domain_scores_codex":[0.9981934,0.0007980807,0.0003536426,0.0002272851,0.0003653482,0.00006224994],"domain_scores_gemma":[0.9798535,0.0179023,0.001043813,0.0001801676,0.0008904101,0.000129804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001521815,0.00008690017,0.001872851,0.07226337,0.001855274,0.0001022451,0.00008924688,0.0005707899,0.0001179567,0.003835832,0.008296905,0.9107565],"study_design_scores_gemma":[0.0004658851,0.0007141821,0.02196753,0.3681868,0.01448162,0.002314905,0.0009250902,0.001717936,0.0007948866,0.03253204,0.5555295,0.0003695314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009965074,0.9991826,0.0001079278,0.0002915563,0.00008870554,0.000003607818,0.00001845077,0.000001575775,0.0002058508],"genre_scores_gemma":[0.002094714,0.9968557,0.0004298462,0.0002971002,0.0002419576,0.000009013997,0.00003431894,8.89005e-7,0.00003634131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005668134,"threshold_uncertainty_score":0.02997631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05729350176891968,"score_gpt":0.3493185198280074,"score_spread":0.2920250180590878,"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."}}