{"id":"W2086056052","doi":"10.1111/j.1528-1167.2007.01222.x","title":"Psychiatric Comorbidity in Epilepsy: A Population‐Based Analysis","year":2007,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"M.S.I. Foundation","keywords":"Epilepsy; Psychiatry; Population; Anxiety; Comorbidity; Depression (economics); Medicine; Mental health; National Comorbidity Survey; Agoraphobia; Odds ratio; Anxiety disorder; Psychology; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008895267,0.0001959711,0.0005073097,0.001403014,0.00008489138,0.00001895791,0.0001088327,0.0001238035,0.0008407778],"category_scores_gemma":[0.0001397021,0.0001688241,0.0003274396,0.003113395,0.00003888459,0.00006822586,0.00002521371,0.0003175992,0.0001909761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003056947,"about_ca_system_score_gemma":0.000115541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378139,"about_ca_topic_score_gemma":0.001979955,"domain_scores_codex":[0.9978997,0.00008488588,0.0004922103,0.0004067287,0.000532411,0.0005840277],"domain_scores_gemma":[0.9987015,0.0001994545,0.00009260217,0.0005555911,0.00007829786,0.0003725337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003733604,0.0006784808,0.9935532,0.00002735653,0.0002325737,0.0002570254,0.00003022312,0.00007918877,0.00003188686,0.0003939428,0.0006221216,0.003720688],"study_design_scores_gemma":[0.002406974,0.0002791243,0.9936062,0.00001862989,0.0003778718,0.000007973766,0.00002481939,0.00173907,0.0001219105,0.0002484302,0.0010248,0.0001442107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882368,0.0002788203,0.002859244,0.001403783,0.0001108994,0.0005165612,0.00001631323,0.0000921524,0.006485413],"genre_scores_gemma":[0.993426,0.00004038604,0.00514988,0.0004251242,0.0001433035,0.00002736892,0.0003617308,0.00002154807,0.0004047179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006080695,"threshold_uncertainty_score":0.9205927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311480900959345,"score_gpt":0.3396096707099097,"score_spread":0.3164948617003162,"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."}}