{"id":"W2041232006","doi":"10.1016/j.wneu.2011.02.041","title":"Structured Online Neurosurgical Education as a Novel Method of Education Delivery in the Developing World","year":2011,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Curriculum; Medicine; Medical education; Developing country; Modular design; Engineering management; Computer science; Pedagogy; Sociology; Engineering","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":[0.0007972075,0.0002379525,0.0004943942,0.0009546806,0.00007452223,0.00001559968,0.0001775015,0.0000709986,0.000116164],"category_scores_gemma":[0.0005465822,0.0001845401,0.0001768668,0.002075281,0.00007181652,0.0001213232,0.0000441128,0.0004552793,0.00001102843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008677161,"about_ca_system_score_gemma":0.002261459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005594959,"about_ca_topic_score_gemma":0.0004565982,"domain_scores_codex":[0.9975262,0.0003056113,0.0008851969,0.0004122373,0.0004117697,0.0004589799],"domain_scores_gemma":[0.9981079,0.0007190768,0.0002952513,0.0004823334,0.000192672,0.0002027559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003297393,0.008379161,0.6072492,0.001240344,0.00005519906,0.000229453,0.002108396,0.00001385069,0.0164793,0.03590235,0.03429478,0.2907506],"study_design_scores_gemma":[0.0004363039,0.00006018999,0.9444258,0.0003667711,0.00004852015,0.0005448391,0.0002550471,0.00004810372,0.001449,0.0008951837,0.05125559,0.0002146846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837503,0.0003484324,0.0001774166,0.003258296,0.002726135,0.0006443265,0.00001364025,0.00005110209,0.009030365],"genre_scores_gemma":[0.9633345,0.0000811592,0.008180862,0.02665619,0.000269713,0.00005428155,0.00005617974,0.00003221404,0.001334913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3371766,"threshold_uncertainty_score":0.7525329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06211937248534766,"score_gpt":0.3513696421261976,"score_spread":0.28925026964085,"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."}}