{"id":"W4404672125","doi":"10.1001/jamaneurol.2024.3976","title":"Psychiatric Comorbidities in Persons With Epilepsy Compared With Persons Without Epilepsy","year":2024,"lang":"en","type":"review","venue":"JAMA Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Epilepsy; Psychiatry; Medicine; Comorbidity; Psychiatric comorbidity; Psychology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003088395,0.001113886,0.003799192,0.001225832,0.0001414931,0.0001107095,0.0004086185,0.0007782119,0.0002532107],"category_scores_gemma":[0.00005876,0.0006587141,0.0005506136,0.001427226,0.0006185099,0.0001023704,0.0001404289,0.004059158,0.000522138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002002607,"about_ca_system_score_gemma":0.001580511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299938,"about_ca_topic_score_gemma":0.0009907339,"domain_scores_codex":[0.9951226,0.0006758701,0.0007649116,0.001476661,0.0006932825,0.001266708],"domain_scores_gemma":[0.9975189,0.0004570631,0.0003003812,0.001074886,0.00009583619,0.0005529251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01190328,0.004813974,0.3447421,0.09886061,0.008497254,0.0763675,0.002282187,0.00001324786,7.940385e-7,0.001378077,0.1160421,0.3350988],"study_design_scores_gemma":[0.005019368,0.009598323,0.004566058,0.006857709,0.005146509,0.01100123,0.0001717668,0.00006802096,1.805789e-7,0.00002641086,0.9568312,0.0007131844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005235324,0.9794932,0.000006685327,0.003827269,0.0003530278,0.003063158,0.0003560327,0.0002485311,0.007416783],"genre_scores_gemma":[0.006727443,0.9866256,0.000415584,0.0007782998,0.0007225852,0.001194218,0.0005744632,0.0003024678,0.002659363],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8407891,"threshold_uncertainty_score":0.9995864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925168867312459,"score_gpt":0.3462435465175955,"score_spread":0.2969918578444709,"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."}}