{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002219467,0.0008748473,0.001158458,0.002964097,0.0003730057,0.001644436,0.001235819,0.001866225,0.006440183],"category_scores_gemma":[0.005010955,0.0002744068,0.0009440716,0.002161351,0.000518364,0.001920416,0.001645719,0.001691242,0.00175773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013646,"about_ca_system_score_gemma":0.003901572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002747147,"about_ca_topic_score_gemma":0.004700955,"domain_scores_codex":[0.9993027,0.0002301224,0.00009819941,0.00007815719,0.0002134759,0.00007738591],"domain_scores_gemma":[0.9975426,0.00160102,0.0002313279,0.00004051176,0.0004196496,0.000164884],"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":[0.00003803992,0.00005333021,0.0002314094,0.03440531,0.0001071779,0.00005261704,0.0001003374,0.0003839173,0.0001225619,0.00397626,0.0215084,0.9390206],"study_design_scores_gemma":[0.00003084558,0.0001546583,0.00178771,0.07972637,0.0003278735,0.0006812641,0.0003738033,0.000245252,0.0001729247,0.00408022,0.9123868,0.00003238264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008982688,0.9979819,0.00009367851,0.0008401064,0.0001994657,0.000005884597,0.00001576205,0.000006251463,0.0007671454],"genre_scores_gemma":[0.0008155485,0.9984362,0.0001485692,0.0002830371,0.0001275298,0.000007988024,0.00002437308,0.000001816901,0.0001550182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006440183,"threshold_uncertainty_score":0.02154458,"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."}}