{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002501331,0.0001377476,0.0002351874,0.0004715484,0.0002304889,0.000337892,0.0001206717,0.0003058154,0.001205881],"category_scores_gemma":[0.001885259,0.0001143471,0.0002550334,0.0004184804,0.0001723402,0.0002690007,0.000235739,0.0003402082,0.0001173174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00027008,"about_ca_system_score_gemma":0.0002751057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002651252,"about_ca_topic_score_gemma":0.004505299,"domain_scores_codex":[0.9997956,0.00005524397,0.00004331429,0.00002634465,0.00004393639,0.00003561323],"domain_scores_gemma":[0.9988525,0.0002019947,0.0007052632,0.00002540941,0.00006552213,0.0001492891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000697406,0.00001594705,0.9980141,0.00001425346,0.00001917501,0.0002483283,0.00004184722,0.0000144996,0.00007684684,0.000006634142,0.00007540477,0.00140318],"study_design_scores_gemma":[0.00000705459,0.00005475742,0.9981627,0.00001083352,0.0000118563,0.001499797,0.0001040028,0.00004997173,0.0000229177,0.00001304431,0.00006053561,0.000002429865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988586,0.0005991865,0.00002034712,0.0001018858,0.000006005371,0.000004895125,0.00009158744,0.000001755301,0.0003157527],"genre_scores_gemma":[0.999524,0.0002549974,0.00003134906,0.00002853774,0.00001019208,0.000003152118,0.0001037104,2.990489e-7,0.0000437656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002651252,"threshold_uncertainty_score":0.005271673,"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."}}