{"id":"W2549027618","doi":"10.15844/pedneurbriefs-30-11-3","title":"Predicting and Preventing Epilepsy in Sturge-Weber Syndrome?","year":2016,"lang":"en","type":"letter","venue":"Pediatric Neurology Briefs","topic":"Vascular Malformations and Hemangiomas","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Sturge–Weber syndrome; Epilepsy; Psychology; Epilepsy syndromes; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004266628,0.0003470631,0.0007240961,0.0007360256,0.00009495754,0.00002330525,0.000142069,0.0009752599,0.0001560771],"category_scores_gemma":[0.0002009966,0.000290967,0.0001953127,0.0003084262,0.00007820198,0.0001290486,0.0001875834,0.001894515,0.00007923575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002723878,"about_ca_system_score_gemma":0.0001138052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005817371,"about_ca_topic_score_gemma":0.00001045838,"domain_scores_codex":[0.997561,0.0001607051,0.0006407396,0.0006312831,0.0003131194,0.000693101],"domain_scores_gemma":[0.9987617,0.0003276487,0.0002940596,0.0004602575,0.00005918496,0.00009720585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002763062,0.00003354692,0.7054947,0.0007209704,0.00007362688,0.00574908,0.0000753074,4.891846e-7,0.000002995127,0.000007788231,0.2866126,0.001201304],"study_design_scores_gemma":[0.002470918,0.000381681,0.4691561,0.0001067974,0.0007267838,0.01240007,0.000003214468,0.0000718898,0.000002341276,0.0001935022,0.5140497,0.000437036],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.603588,0.001449007,0.00002389728,0.3927765,0.0004844253,0.0006610241,0.00002343256,0.0001048924,0.0008887536],"genre_scores_gemma":[0.1499416,0.001675645,0.0002587078,0.8276258,0.01537768,0.0002357719,0.0002575839,0.0002360839,0.004391178],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4536464,"threshold_uncertainty_score":0.9999542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009598081616022274,"score_gpt":0.2270333745341371,"score_spread":0.2174352929181148,"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."}}