{"id":"W4382181363","doi":"10.1093/braincomms/fcad182","title":"Variation in prognosis and treatment outcome in juvenile myoclonic epilepsy: a Biology of Juvenile Myoclonic Epilepsy Consortium proposal for a practical definition and stratified medicine classifications","year":2023,"lang":"en","type":"review","venue":"Brain Communications","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Krembil Foundation; University of Toronto","funders":"Medical Research Council; Medical Research Council Centre for Neurodevelopmental Disorders; Engineering and Physical Sciences Research Council; National Institute for Health and Care Research; Canadian Institutes of Health Research; Ministero dell’Istruzione, dell’Università e della Ricerca; Ministero della Salute","keywords":"Juvenile myoclonic epilepsy; Juvenile; Epilepsy; Medicine; Variation (astronomy); Psychiatry; Psychology; Pediatrics; Biology; Genetics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001596632,0.0004671043,0.002322201,0.0009786183,0.0001961519,0.00002938735,0.0002778624,0.0004877259,0.00002689441],"category_scores_gemma":[0.003072669,0.0003680337,0.0002327881,0.0009947197,0.0007848365,0.0001081474,0.0001958796,0.0006262787,0.00001341024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005819806,"about_ca_system_score_gemma":0.00279944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006953878,"about_ca_topic_score_gemma":0.004783842,"domain_scores_codex":[0.9953357,0.001138067,0.002121722,0.0006949906,0.0002177785,0.000491727],"domain_scores_gemma":[0.9897115,0.007590204,0.0008113022,0.001455103,0.0002036618,0.0002282314],"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":[0.0005364307,0.009853904,0.05155088,0.02183689,0.002379979,0.00007278403,0.003070533,0.000001012271,0.0001584836,0.43039,0.001050688,0.4790984],"study_design_scores_gemma":[0.04102762,0.02064353,0.1821152,0.04817798,0.01261402,0.0009527684,0.002851193,0.003916057,0.00001825901,0.06217448,0.6227229,0.002786014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001652363,0.9191901,0.000211952,0.06062267,0.0001003566,0.0160942,0.00121373,0.000144587,0.0007700622],"genre_scores_gemma":[0.02646101,0.944861,0.01297642,0.00005584021,0.00005313949,0.01152988,0.003815443,0.00007887989,0.000168411],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6216722,"threshold_uncertainty_score":0.9998772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2913349465090337,"score_gpt":0.4661116531366232,"score_spread":0.1747767066275895,"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."}}