{"id":"W4399994383","doi":"10.1016/j.jacadv.2024.101058","title":"A Multidisciplinary Approach to Patient-Specific Surgical Planning in Congenital Heart Disease","year":2024,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Multidisciplinary approach; Heart disease; Medicine; Disease; Intensive care medicine; Surgical planning; General surgery; Surgery; Cardiology; Internal medicine; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001141026,0.0005555566,0.0009196528,0.0004885828,0.00009538443,0.00005938374,0.0001418509,0.0002674796,0.00007805564],"category_scores_gemma":[0.0003264018,0.0004799686,0.0002709151,0.0005179183,0.0001509507,0.0001459979,0.0004546575,0.0008697327,0.0005236238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358403,"about_ca_system_score_gemma":0.0002977505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009537984,"about_ca_topic_score_gemma":0.00001102718,"domain_scores_codex":[0.9966642,0.00006455583,0.0005507829,0.00113751,0.0009804813,0.0006024894],"domain_scores_gemma":[0.99823,0.0004815843,0.00005502057,0.0004583584,0.0001249461,0.0006500326],"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":[0.002552174,0.000600379,0.002900197,0.001002987,0.00009892194,0.003384247,0.0009523341,0.00002337603,0.000005038884,0.00001063489,0.981328,0.007141672],"study_design_scores_gemma":[0.001103576,0.0002871205,0.001625323,0.001244077,0.0001434692,0.00001710169,0.0009180369,0.00008398053,0.000001820401,0.000110482,0.9939469,0.0005181885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0388264,0.2340605,0.00001419144,0.0004443458,0.6733444,0.003302355,0.00131916,0.0005672069,0.0481214],"genre_scores_gemma":[0.1043156,0.001012789,0.002291238,0.00007790073,0.8685552,0.001700229,0.001067381,0.0005308867,0.02044878],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2330477,"threshold_uncertainty_score":0.9997652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878442993728291,"score_gpt":0.3267048328858413,"score_spread":0.3079204029485584,"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."}}