{"id":"W1976922028","doi":"10.1142/s0129065714500233","title":"EARLY PREDICTION OF MEDICATION REFRACTORINESS IN CHILDREN WITH IDIOPATHIC EPILEPSY BASED ON SCALP EEG ANALYSIS","year":2014,"lang":"en","type":"article","venue":"International Journal of Neural Systems","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Epilepsy; Electroencephalography; Refractory (planetary science); Refractory period; Medicine; Audiology; Anesthesia; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003077152,0.0004332142,0.0003099603,0.001310771,0.00008368783,0.0002415037,0.0001526597,0.0002674859,0.0004633128],"category_scores_gemma":[0.002044044,0.00008473812,0.0002009242,0.0004239007,0.00009935158,0.0002482654,0.0001916106,0.0002368368,0.000175064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008673406,"about_ca_system_score_gemma":0.0001703261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581869,"about_ca_topic_score_gemma":0.002637681,"domain_scores_codex":[0.9998166,0.00004909996,0.00002640925,0.00004474527,0.000045852,0.00001726769],"domain_scores_gemma":[0.9991062,0.0004040347,0.0002476214,0.00004457298,0.0001230782,0.00007453287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003402836,0.00005063738,0.9310827,0.00004946404,0.00005575757,0.0006341924,0.00009912466,0.0008106356,0.008740857,0.00003172268,0.0002541762,0.05785045],"study_design_scores_gemma":[0.00002146117,0.0002881178,0.9837725,0.00001799442,0.00005802291,0.002020236,0.0001806227,0.009416819,0.003675659,0.00008104068,0.0004540959,0.00001346268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913661,0.0005864584,0.006954981,0.00004008144,0.00001278083,0.00004095957,0.0003765669,0.00009913858,0.0005228994],"genre_scores_gemma":[0.9947268,0.0002854568,0.004404641,0.00001183084,0.00001317783,0.00001860567,0.0003966204,0.000006051748,0.0001368124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001581869,"threshold_uncertainty_score":0.003145278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548627912269345,"score_gpt":0.260059582365019,"score_spread":0.2445733032423255,"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."}}