{"id":"W4390629311","doi":"10.1212/ne9.0000000000200112","title":"Education Research: EEG Education in Child Neurology and Neurodevelopmental Disabilities Residencies","year":2024,"lang":"en","type":"article","venue":"Neurology Education","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Neurology; Electroencephalography; Psychology; Medical education; Special education; Medicine; Psychiatry; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0004632415,0.0002389207,0.0002310072,0.0008262056,0.000571055,0.00009589064,0.0002875546,0.0002242248,0.00009388467],"category_scores_gemma":[0.002305627,0.0002419301,0.00004153196,0.0008232402,0.0009803253,0.0004039508,0.0001909028,0.001279694,0.0001718069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009170049,"about_ca_system_score_gemma":0.001827356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003765339,"about_ca_topic_score_gemma":0.0003400965,"domain_scores_codex":[0.9965778,0.001091551,0.0004015253,0.001141597,0.0002730357,0.0005144653],"domain_scores_gemma":[0.9978307,0.001579274,0.00005845567,0.0003271162,0.00008470794,0.0001197159],"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":[0.0008284681,0.003723202,0.1223075,0.0005481126,0.00001438625,0.00006320887,0.00958378,0.00001159076,0.01759885,0.287422,0.1465252,0.4113737],"study_design_scores_gemma":[0.0001809355,0.0007720836,0.4715291,0.00005527465,0.00001711642,0.001016818,0.0005586961,0.00008293019,0.0009855984,0.0337722,0.4906723,0.0003570356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076701,0.002886296,0.000002194659,0.06268218,0.007067232,0.0005312486,0.000003270683,0.0001438748,0.0190136],"genre_scores_gemma":[0.9821396,0.001100594,0.00002893907,0.01305431,0.0004100641,0.0004205767,0.000009194328,0.00003577278,0.002800925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4110166,"threshold_uncertainty_score":0.9865624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05327680251802653,"score_gpt":0.3567380441068247,"score_spread":0.3034612415887982,"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."}}