{"id":"W2080056363","doi":"10.1111/j.1528-1167.2008.01923.x","title":"When is it safe to discontinue AED treatment?","year":2008,"lang":"en","type":"review","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"Medical Research Council","keywords":"Epilepsy; Medicine; Antiepileptic drug; Pediatrics; Psychiatry","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001038431,0.0008986116,0.003259963,0.000436588,0.0001667523,0.00003914713,0.0002926974,0.0003866529,0.004173256],"category_scores_gemma":[0.0001244613,0.0005839672,0.001426633,0.0004040201,0.0001001881,0.00006978682,0.0001270153,0.0004365717,0.01388962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009166805,"about_ca_system_score_gemma":0.0009518915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001982555,"about_ca_topic_score_gemma":0.00004103673,"domain_scores_codex":[0.9964495,0.0001845834,0.0008203294,0.0009975348,0.0006180981,0.00092995],"domain_scores_gemma":[0.9970324,0.0002423289,0.0001991837,0.001375148,0.00009322038,0.001057703],"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":[0.00005813561,0.0004235174,0.0002163205,0.001572533,0.000978644,0.001314153,0.0004318118,1.015873e-8,2.026121e-7,0.00001974161,0.2979636,0.6970213],"study_design_scores_gemma":[0.001373931,0.001748334,0.000129456,0.007773695,0.001223225,0.0006284517,0.00002066071,6.782156e-7,0.000006246475,0.00003066043,0.9866363,0.0004283942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003501475,0.9633518,0.00001535355,0.002573724,0.0002100751,0.003862672,0.000356303,0.00007625494,0.02951875],"genre_scores_gemma":[0.00001047611,0.8910862,0.001124843,0.0005750643,0.0006708705,0.00108827,0.0007665146,0.0001339917,0.1045438],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6965929,"threshold_uncertainty_score":0.9996611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138187129972281,"score_gpt":0.4091652682801641,"score_spread":0.295346555282936,"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."}}