{"id":"W3009827181","doi":"10.3171/2019.12.focus19850","title":"Development and assessment of competency-based neurotrauma course curriculum for international neurosurgery residents and neurosurgeons","year":2020,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Cambridge; National Institute for Health and Care Research","keywords":"Curriculum; Medical education; Psychological intervention; Medicine; Curriculum development; Neurosurgery; Core competency; Psychology; Nursing; Pedagogy; 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":[0.000194791,0.0002176134,0.0004597279,0.00008368208,0.0001021271,0.00004763715,0.00008772022,0.00007495825,0.00007489956],"category_scores_gemma":[0.0004861479,0.0001915565,0.0001280261,0.0001972416,0.00013491,0.00007176315,0.00007824589,0.0002602586,0.000001541836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001119132,"about_ca_system_score_gemma":0.0001926078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005736552,"about_ca_topic_score_gemma":0.0000017225,"domain_scores_codex":[0.9980685,0.00007459499,0.0006165475,0.0005073838,0.0004723622,0.0002606063],"domain_scores_gemma":[0.9984824,0.0005821233,0.0001704713,0.000130283,0.0001827456,0.0004519829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001166424,0.0010938,0.908921,0.0003496613,0.0001056544,0.0006783797,0.0001715241,0.0003459773,0.003426465,0.006632657,0.0003607509,0.07674771],"study_design_scores_gemma":[0.007499888,0.0004839931,0.8594566,0.00007602292,0.00008339994,0.00005060045,0.00003090023,0.0597953,0.0009478212,0.00004882006,0.07128608,0.000240589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889708,0.00005846269,0.0005901563,0.007916344,0.0004161679,0.000505502,0.00002727009,0.00009171023,0.001423642],"genre_scores_gemma":[0.9940677,0.00002753553,0.003400808,0.002296617,0.00009631574,0.00003064902,0.00002598696,0.00003109746,0.00002329537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07650712,"threshold_uncertainty_score":0.7811447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05580951134217706,"score_gpt":0.3427729468973651,"score_spread":0.2869634355551881,"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."}}