{"id":"W4416244258","doi":"10.1212/ne9.0000000000200259","title":"Curriculum Innovation: How Effective Is a Telementoring Virtual Epilepsy Curriculum in Postgraduate Medical Education?","year":2025,"lang":"en","type":"article","venue":"Neurology Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Curriculum; Health care; Neurology; Medical knowledge; Epilepsy; MEDLINE; Patient care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008881082,0.0002860155,0.0003928345,0.00183985,0.0001696903,0.00004459795,0.000271268,0.0004275008,0.0003840578],"category_scores_gemma":[0.006060187,0.0002891467,0.00006588759,0.004873795,0.000202765,0.0002552407,0.00008717748,0.001146631,0.00006589291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004018706,"about_ca_system_score_gemma":0.005286499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000321688,"about_ca_topic_score_gemma":0.00003736074,"domain_scores_codex":[0.9972714,0.00023787,0.0007457577,0.0007038309,0.0006014415,0.0004396921],"domain_scores_gemma":[0.9976931,0.00009175052,0.0002642529,0.0005610841,0.001295261,0.00009454801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003292652,0.002720644,0.5416554,0.0001065748,0.00003447914,0.000003634587,0.0003666589,5.622136e-7,0.0001189919,0.02228318,0.1551649,0.2775121],"study_design_scores_gemma":[0.003080171,0.0009575248,0.6989082,0.000917752,0.0001818835,0.0002594065,0.003863725,0.004097098,0.0006424477,0.00313043,0.2834227,0.000538629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8215727,0.0001700729,0.0005847725,0.1665331,0.007202637,0.001287692,0.000001187511,0.00008757433,0.002560249],"genre_scores_gemma":[0.9356046,0.00005538235,0.001094942,0.05877845,0.0009793318,0.001351453,0.0002744751,0.00002900465,0.001832368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2769735,"threshold_uncertainty_score":0.9999561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005061100321745345,"score_gpt":0.3267296138845197,"score_spread":0.3216685135627744,"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."}}