{"id":"W7117074193","doi":"10.1212/wn9.0000000000000047","title":"Public Health Care Costs Incurred by Patients With Epilepsy in Quebec","year":2025,"lang":"en","type":"article","venue":"Neurology Open Access","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University; McGill University Health Centre; Université de Montréal","funders":"","keywords":"Epilepsy; Public health; Health care; Public healthcare; Public health care; Health economics; Public hospital","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001613808,0.0001626169,0.0004230522,0.0002656998,0.0001090968,0.00022693,0.0007326003,0.00009054925,0.0001115522],"category_scores_gemma":[0.000119815,0.0001222256,0.00002536087,0.0005927345,0.0001132219,0.0005103647,0.0006620974,0.0004069516,0.00002212695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002671846,"about_ca_system_score_gemma":0.001122302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03106748,"about_ca_topic_score_gemma":0.07703892,"domain_scores_codex":[0.9981965,0.0002891309,0.0002618259,0.0004877681,0.0002209558,0.0005438071],"domain_scores_gemma":[0.9989744,0.000102284,0.00007984043,0.0004169437,0.0001694404,0.0002571311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00101097,0.0007147605,0.9308559,0.00005115882,0.00004487868,0.00006491382,0.0000972389,3.352106e-7,0.000001304938,0.0001087464,0.02345412,0.04359566],"study_design_scores_gemma":[0.007879223,0.001439319,0.9605235,0.00004191201,0.000009222466,0.000001849982,0.00002676589,0.000004584204,0.00002531932,0.00001529562,0.02995997,0.00007306018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465139,0.0004074467,0.000009809241,0.04001398,0.0001160624,0.002151825,0.00005217709,0.0000283348,0.01070644],"genre_scores_gemma":[0.9841423,0.00005292361,0.00002315461,0.01412781,0.00001060729,0.0002791052,0.0005395714,0.00001631858,0.0008082295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04597144,"threshold_uncertainty_score":0.9753847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04577220761227124,"score_gpt":0.3987927051038152,"score_spread":0.353020497491544,"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."}}