{"id":"W2154442235","doi":"10.1111/epi.12294","title":"Development of new treatment approaches for epilepsy: Unmet needs and opportunities","year":2013,"lang":"en","type":"review","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Tolerability; Epilepsy; Medicine; Clinical trial; Disease; Adverse effect; Preclinical research; Intensive care medicine; Pharmacology; Psychiatry; Internal medicine; Medical physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002895612,0.0007500409,0.003049917,0.0006031313,0.0001218368,0.00004268832,0.0001618004,0.0003575174,0.0002230289],"category_scores_gemma":[0.00005294505,0.000492882,0.0006163972,0.0002075494,0.0001570452,0.0000776782,0.00009995613,0.0001968584,0.00006449846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905486,"about_ca_system_score_gemma":0.002719163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004040172,"about_ca_topic_score_gemma":0.000006569002,"domain_scores_codex":[0.9973379,0.00008996696,0.001063496,0.0005278101,0.0003719759,0.0006089014],"domain_scores_gemma":[0.997826,0.0003208701,0.0004101034,0.0006032587,0.00008869373,0.0007510702],"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":[0.00005456062,0.0003796869,0.00008502472,0.01304972,0.001803298,0.00001846666,0.0006015243,3.20373e-8,4.114088e-7,0.001702929,0.004240804,0.9780635],"study_design_scores_gemma":[0.001670918,0.001175897,0.00008323599,0.004990881,0.001934907,0.00008326737,0.0003480898,0.000007837036,0.00002709076,0.0000827513,0.9892266,0.0003685431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002616016,0.9918612,0.0002545654,0.0002123156,0.00009439053,0.004880266,0.0001277502,0.00005577607,0.00225209],"genre_scores_gemma":[0.00003344494,0.9524722,0.02765165,0.00002422845,0.0002484791,0.002001137,0.001155953,0.0001122431,0.01630072],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9849858,"threshold_uncertainty_score":0.9997523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4020834525919842,"score_gpt":0.3899762727190275,"score_spread":0.01210717987295673,"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."}}