{"id":"W4402940718","doi":"10.1111/epi.18133","title":"Association of first antiseizure medication with acute health care utilization in a cohort of adults with newly diagnosed epilepsy","year":2024,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Aging; Epilepsy Society; VA National Center for Patient Safety; American Epilepsy Society","keywords":"Medicine; Epilepsy; Topiramate; Polypharmacy; Cohort; Diagnosis code; Comorbidity; Levetiracetam; Acute care; Retrospective cohort study; Medical prescription; Rate ratio; Pediatrics; Stroke (engine); Emergency medicine; Confidence interval; Health care; Internal medicine; Psychiatry; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000712478,0.0002380398,0.000325447,0.0007548155,0.0004879357,0.0006819041,0.0003961971,0.0004061408,0.001588787],"category_scores_gemma":[0.00267347,0.0003578803,0.0007319758,0.0011991,0.0001964934,0.0005480543,0.0005390713,0.0006596574,0.000216528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004212238,"about_ca_system_score_gemma":0.0006032092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02571583,"about_ca_topic_score_gemma":0.03881026,"domain_scores_codex":[0.9993705,0.00008919731,0.0001088572,0.0001930594,0.0001268542,0.0001114627],"domain_scores_gemma":[0.9978362,0.0001650308,0.001445563,0.0001354172,0.000175802,0.0002419898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002386134,0.00001826209,0.9995543,0.000004099778,0.00003226109,0.00001873992,0.00001665399,0.00001171559,0.00003564853,0.000005643607,0.00007016269,0.0002085774],"study_design_scores_gemma":[0.000005310786,0.00003668019,0.9995446,0.000006094713,0.00001579947,0.0001189518,0.00006896102,0.0001009684,0.00001508229,0.000005871982,0.00007998345,0.000001623391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980755,0.000215274,0.00004862282,0.0000824769,0.000008088808,0.00001219068,0.001287576,0.000003124173,0.0002671818],"genre_scores_gemma":[0.9986326,0.0001610496,0.00006805939,0.00004803152,0.00001345302,0.00001513462,0.000925053,0.000001666474,0.0001349859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02571583,"threshold_uncertainty_score":0.05113226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127381073847219,"score_gpt":0.3015843916561765,"score_spread":0.2903105809177043,"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."}}