{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00253639,0.0001564806,0.00109871,0.0002404353,0.00007257736,0.00000577172,0.00004470376,0.00009457418,0.0003362562],"category_scores_gemma":[0.000278705,0.0001407398,0.002898612,0.0005113613,0.0001133053,0.00007918122,0.00005154725,0.0004011333,0.000001812233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003147199,"about_ca_system_score_gemma":0.00008069706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002396045,"about_ca_topic_score_gemma":2.077318e-7,"domain_scores_codex":[0.9971089,0.001016484,0.0007408116,0.0003365839,0.0006196414,0.0001775797],"domain_scores_gemma":[0.9966273,0.002538617,0.000203576,0.0002883652,0.0002173526,0.0001248234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003915639,0.0007055261,0.5387465,0.0002668778,0.008936776,0.001874092,0.0004241381,0.007590343,0.00004130501,0.00003739577,0.00003060872,0.4374308],"study_design_scores_gemma":[0.02244663,0.001904778,0.5320607,0.001404691,0.01241405,0.003518989,0.003351545,0.02591115,0.008119245,0.0004311661,0.3867196,0.001717377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889013,0.008476988,0.0003682348,0.00003928337,0.0003180432,0.0002894765,0.00002417739,0.00003439212,0.001548117],"genre_scores_gemma":[0.9996015,0.0001251572,0.00004724852,0.0000316031,0.00006731787,0.000009982299,0.00007980819,0.00002176836,0.00001557686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4357135,"threshold_uncertainty_score":0.5739202,"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."}}