{"id":"W4405867821","doi":"10.4103/pmrr.pmrr_38_24","title":"Psychiatric Comorbidities in Adults with Epilepsy: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Preventive Medicine Research & Reviews","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Anxiety; Epilepsy; Bipolar disorder; Depression (economics); Comorbidity; Medicine; Specific phobia; Systematic review; Psychosis; Clinical psychology; Anxiety disorder; MEDLINE; Mood","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01727505,0.001481031,0.01526332,0.003093861,0.0001665235,0.00006199411,0.0009822606,0.0003536005,0.0008535885],"category_scores_gemma":[0.005315248,0.0006907767,0.001656388,0.007115583,0.0008674689,0.0001464621,0.0004277333,0.004638129,0.004052253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143569,"about_ca_system_score_gemma":0.002084083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210394,"about_ca_topic_score_gemma":0.0001668915,"domain_scores_codex":[0.9803788,0.008378796,0.004187743,0.001885591,0.003365971,0.001803119],"domain_scores_gemma":[0.9931419,0.001688292,0.0009057504,0.002519451,0.000724581,0.001020012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006241757,0.0003973121,0.00003544115,0.8256332,0.000850338,0.001382631,0.0001438725,1.339773e-9,1.355458e-8,0.0001488491,0.04726398,0.124082],"study_design_scores_gemma":[0.0007773077,0.00177328,0.000004500925,0.5620163,0.008031772,0.0005325704,0.00007345247,8.446637e-7,3.183072e-8,0.00007691453,0.4264294,0.0002835644],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.593033e-7,0.9440984,0.000006715798,0.001452635,0.0001847289,0.04819645,0.00005901754,0.00008865511,0.005912611],"genre_scores_gemma":[0.000003115005,0.963749,0.0001685147,0.0001665815,0.0006332802,0.02403564,0.000645218,0.000235119,0.01036353],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3791654,"threshold_uncertainty_score":0.9997939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461188310628753,"score_gpt":0.4884059310025837,"score_spread":0.3422870999397084,"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."}}