{"id":"W4312067214","doi":"10.1212/wnl.0000000000201671","title":"Mood and Anxiety Disorders and Suicidality in Patients With Newly Diagnosed Focal Epilepsy","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Suicidal ideation; Anxiety; Psychiatry; Mood disorders; Epilepsy; Mood; Agoraphobia; Panic; Clinical psychology; Bipolar disorder; Panic disorder; Medicine; Depression (economics); Population; Psychology; Generalized anxiety disorder; Poison control; Suicide prevention","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":[],"consensus_categories":[],"category_scores_codex":[0.00009721986,0.00009374271,0.0001852453,0.00005695615,0.00007901244,0.000004662903,0.00003446923,0.00003517658,0.00006923579],"category_scores_gemma":[0.00003865671,0.00007438938,0.00001558652,0.0001118887,0.0001209449,0.00002706878,0.0001104115,0.0003132834,0.000001266801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001696885,"about_ca_system_score_gemma":0.00003453999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005077085,"about_ca_topic_score_gemma":0.001102714,"domain_scores_codex":[0.999009,0.000157131,0.0001019036,0.0002975917,0.0001746793,0.0002597551],"domain_scores_gemma":[0.9995832,0.0001025479,0.00002293534,0.0001490036,0.0000134692,0.0001288641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002935608,0.0005527377,0.9859065,0.000011579,0.00002020511,0.00007117804,0.00009283728,0.000007017259,0.000005835781,0.00005214137,0.0000645035,0.01027982],"study_design_scores_gemma":[0.009549263,0.009207755,0.9795994,0.000001238944,0.00001637173,0.00002039412,0.00001433481,0.0000790268,0.000003036021,0.0001623194,0.001293782,0.00005311158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951659,0.0001181111,0.000002916892,0.003817816,0.00002994659,0.0004754407,0.00001774459,0.00001591821,0.0003562222],"genre_scores_gemma":[0.9986041,0.0001657501,0.00003421742,0.001029982,0.000009874922,0.00009717552,0.00003454581,0.00001164707,0.00001275933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01022671,"threshold_uncertainty_score":0.3033511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007091122485410248,"score_gpt":0.2419295534501208,"score_spread":0.2348384309647106,"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."}}