{"id":"W4284966638","doi":"10.1684/epd.2022.1462","title":"A structured, blended learning program towards proficiency in epileptology: the launch of the ILAE Academy Level 2 Program","year":2022,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Engineering; Medical education; Computer science; Medicine","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":[0.0008203259,0.0002668831,0.0004316564,0.0001681784,0.0004670831,0.00002307014,0.0005830183,0.0001058252,0.0006434809],"category_scores_gemma":[0.000409699,0.000151821,0.0002660712,0.001257871,0.0006039541,0.00005556545,0.0004414718,0.001615397,0.00001031546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918744,"about_ca_system_score_gemma":0.0006384591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002729232,"about_ca_topic_score_gemma":0.00029389,"domain_scores_codex":[0.9966881,0.0005839337,0.0004904427,0.0004763648,0.0009696026,0.0007915595],"domain_scores_gemma":[0.9990178,0.0001441919,0.0001980094,0.0004591494,0.00005467551,0.0001262261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003563008,0.002367226,0.444791,0.0001495854,0.0001768873,0.00001638751,0.001990181,0.0004065919,0.0001811784,0.001211398,0.0008113873,0.5475419],"study_design_scores_gemma":[0.004016516,0.003904582,0.9307136,0.00006661602,0.0001231366,0.00005622258,0.00521895,0.001753869,0.0003149094,0.00239903,0.05118852,0.0002440369],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685808,0.0007588404,0.00001186759,0.01825617,0.0001878187,0.006335053,0.00003561116,0.0001364534,0.005697337],"genre_scores_gemma":[0.9940791,0.0001066994,0.0005879622,0.0002231491,0.00003572132,0.003245986,0.00004411399,0.00003795474,0.001639299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5472978,"threshold_uncertainty_score":0.7045664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288065583411914,"score_gpt":0.3350735314317105,"score_spread":0.3062669730905191,"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."}}