{"id":"W4281293596","doi":"10.1093/icvts/ivac122","title":"Clinical translation of surgical simulated closure of a ventricular septum defect","year":2022,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Incidence (geometry); Surgical simulation; 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":[0.001188646,0.0004683267,0.0002654947,0.000215603,0.0001360357,0.0003686802,0.0004494176,0.0003345314,0.00360809],"category_scores_gemma":[0.005653311,0.0001241455,0.0002514225,0.00007874411,0.0004477322,0.0001934702,0.0009359319,0.0003049806,0.0004386394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765405,"about_ca_system_score_gemma":0.0004940204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002344184,"about_ca_topic_score_gemma":0.0002776747,"domain_scores_codex":[0.9992575,0.0003398503,0.00004889569,0.00009980953,0.0001661606,0.00008778172],"domain_scores_gemma":[0.9982213,0.0006265037,0.0003488799,0.0002492811,0.000163672,0.0003903921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04123721,0.04286512,0.3335238,0.001132087,0.0003172083,0.003787951,0.004249408,0.03202484,0.1478446,0.000583358,0.002057099,0.3903774],"study_design_scores_gemma":[0.001676401,0.2429113,0.6360453,0.0002365118,0.0001562721,0.006397644,0.001861688,0.0351979,0.07001678,0.0006229734,0.004744092,0.0001331074],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986817,0.00002186241,0.000659788,0.00001988187,0.00001444189,0.0000696214,0.00002685258,0.00001442945,0.0004913716],"genre_scores_gemma":[0.9977362,0.0000461655,0.00165462,0.00001824743,0.00001443292,0.000086268,0.0001050886,0.000004022897,0.0003349186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00360809,"threshold_uncertainty_score":0.01207024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05170766939618593,"score_gpt":0.3559753984817438,"score_spread":0.3042677290855579,"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."}}