{"id":"W2031416368","doi":"10.1111/j.1528-1167.2007.01072.x","title":"Long‐term Prognosis for Symptomatic (Secondarily) Generalized Epilepsies: A Population‐based Study","year":2007,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Lennox–Gastaut syndrome; Pediatrics; Epilepsy; West Syndrome; Myoclonus; Population; Generalized epilepsy; Psychology; Epilepsy syndromes; Medicine; Ictal; 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"],"consensus_categories":[],"category_scores_codex":[0.001012809,0.000362756,0.0006924178,0.0004262624,0.0002838016,0.0000781089,0.0001787639,0.0001363981,0.0007034314],"category_scores_gemma":[0.0003276542,0.0002953446,0.000336244,0.0004420157,0.00005483826,0.0001281322,0.00004634778,0.0002113443,0.0001130346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003344734,"about_ca_system_score_gemma":0.0002120344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000995417,"about_ca_topic_score_gemma":0.0003249939,"domain_scores_codex":[0.9970239,0.0001036575,0.0007525627,0.0005955614,0.0006598126,0.0008645132],"domain_scores_gemma":[0.9979246,0.0004611234,0.0001786935,0.0006609954,0.0002472932,0.0005272996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008780076,0.002554064,0.9859878,0.0002784427,0.0004205054,0.0001466575,0.0002811413,0.000004448782,0.000140586,0.0001811385,0.0008528397,0.008274344],"study_design_scores_gemma":[0.0109683,0.003208575,0.9832801,0.0001455475,0.0003655692,0.0000147365,0.0001293401,0.0004107842,0.0008240195,0.0001353039,0.0002485639,0.0002691972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888858,0.0001783372,0.003172819,0.0006131026,0.0002174338,0.006044928,0.00004413544,0.0002496906,0.0005937983],"genre_scores_gemma":[0.9899343,0.000006068777,0.006650452,0.000456128,0.0003076454,0.001048054,0.0004978397,0.00008015577,0.001019352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01009029,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577165040984702,"score_gpt":0.3542525889002163,"score_spread":0.3184809384903693,"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."}}