{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007198332,0.0004828108,0.0004145057,0.0009921876,0.0007171828,0.0009456879,0.001078933,0.0004148307,0.002439061],"category_scores_gemma":[0.01792455,0.0002227137,0.0004105878,0.0004761309,0.0003348061,0.0006030771,0.001646333,0.0007060041,0.0004701127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003166141,"about_ca_system_score_gemma":0.01000089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001913947,"about_ca_topic_score_gemma":0.003926352,"domain_scores_codex":[0.9977189,0.000808543,0.0002233468,0.0001804937,0.0007087908,0.0003599985],"domain_scores_gemma":[0.9927751,0.001158859,0.001112739,0.0002212629,0.003161763,0.00157034],"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":[0.0009090863,0.02547425,0.2009064,0.001324964,0.00005292107,0.000360518,0.01099498,0.00484005,0.01023866,0.001831607,0.008566946,0.7344997],"study_design_scores_gemma":[0.0008439549,0.02352955,0.8759068,0.001617759,0.0001124974,0.0005051649,0.01542123,0.01142168,0.0227541,0.001434074,0.04631162,0.0001416591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9826325,0.0001563397,0.004781461,0.000262868,0.0000704695,0.007181674,0.0002271384,0.0000731192,0.00461432],"genre_scores_gemma":[0.9179684,0.0005679714,0.06425948,0.0002434856,0.00004925132,0.0107355,0.001223531,0.00002246011,0.004929968],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007198332,"threshold_uncertainty_score":0.03806889,"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."}}