{"id":"W7133023745","doi":"","title":"The Development of a Cerebral Hemispheric Surgery Simulator and its Evaluation for Epilepsy Neurosurgical Education","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hospital for Sick Children","keywords":"Documentation; Ingenuity; Novelty; Epilepsy surgery; Scope (computer science); Epilepsy; Set (abstract data type); Learning curve; Virtual reality","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001175346,0.0003016954,0.0004674574,0.0001112303,0.0004408577,0.00002164093,0.0001928433,0.000365552,0.0006355863],"category_scores_gemma":[0.001590067,0.0002779216,0.0001408391,0.0003582245,0.000054936,0.00005306876,0.0000534328,0.0004333945,0.000003767473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994349,"about_ca_system_score_gemma":0.001562522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006571503,"about_ca_topic_score_gemma":0.00002519507,"domain_scores_codex":[0.9978973,0.0001103347,0.0007290193,0.0003858369,0.0005112001,0.0003662773],"domain_scores_gemma":[0.9976097,0.001456485,0.0003400862,0.0002312695,0.0002392521,0.0001232336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004381886,0.0002726881,0.0004120209,0.002498507,0.0002975051,0.000001110809,0.008077182,0.001680941,0.001260167,0.004812936,0.001258085,0.9789907],"study_design_scores_gemma":[0.001932405,0.000237316,0.009496056,0.0006828248,0.0007395081,0.00002402562,0.02814642,0.5160103,0.01640208,0.001471169,0.4234583,0.001399584],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717768,0.02292855,0.0004347996,0.0004980482,0.002227166,0.001464416,0.000005264972,0.00006199213,0.000602937],"genre_scores_gemma":[0.9942394,0.001182905,0.0003909426,0.0000204599,0.00009822472,0.001060302,0.0003525292,0.00005732123,0.002597844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9775911,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578382273139357,"score_gpt":0.3466106811543291,"score_spread":0.3208268584229356,"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."}}