{"id":"W4406823539","doi":"10.1080/14796678.2025.2458402","title":"Congenital cardiac surgical simulation: bridging global workforce gaps and optimizing outcomes","year":2025,"lang":"en","type":"review","venue":"Future Cardiology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Bridging (networking); Workforce; Myocardial bridging; Cardiology; Intensive care medicine; Internal medicine; Coronary angiography; Myocardial infarction","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":[0.0003024662,0.000523839,0.003838976,0.0001321388,0.0001296613,0.00003722008,0.0001006839,0.0008811697,0.00005188408],"category_scores_gemma":[0.0001949782,0.0003922535,0.001314656,0.0004064829,0.0001289351,0.00004271135,0.0001374331,0.0006057263,0.00001966029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001531632,"about_ca_system_score_gemma":0.0002264172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001927822,"about_ca_topic_score_gemma":3.226711e-7,"domain_scores_codex":[0.9976943,0.0003696123,0.0006323779,0.0006501615,0.0002147855,0.0004387484],"domain_scores_gemma":[0.9978535,0.001273896,0.0001587817,0.0003647024,0.0001060978,0.0002430007],"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":[0.00004590168,0.000006783478,0.003365207,0.002300895,0.001205806,0.0005893289,0.00001588756,0.0006031275,2.986458e-9,0.0008807979,0.0001422497,0.990844],"study_design_scores_gemma":[0.001262847,0.00003390835,0.0006057347,0.001969229,0.002175968,0.0003695833,0.00004234801,0.0001098656,7.634341e-9,0.000008394573,0.9931057,0.0003164186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000722045,0.9690543,0.0002644766,0.0001172212,0.002226581,0.0006748678,0.0001027369,0.0001540986,0.02733348],"genre_scores_gemma":[0.00272982,0.9918565,0.0002492295,0.0001582381,0.003856119,0.00004044728,0.000485834,0.00003242593,0.0005914176],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9929634,"threshold_uncertainty_score":0.999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039953769714608,"score_gpt":0.3742556881920046,"score_spread":0.3338561504948585,"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."}}