{"id":"W3139505643","doi":"10.1192/j.eurpsy.2021.18","title":"An evaluation of symptom domains in the 2 years before pregnancy as predictors of relapse in the perinatal period in women with severe mental illness","year":2021,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Engineering and Physical Sciences Research Council; Medical Research Council; National Institute for Health and Care Research","keywords":"Pregnancy; Medicine; Odds ratio; Mania; Confidence interval; Postpartum period; Bipolar disorder; Depression (economics); Psychiatry; Mental illness; Obstetrics; Mental health; Internal medicine; Lithium (medication)","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":[0.001154358,0.0001168975,0.0001804558,0.00008597723,0.00003578991,0.000009718657,0.0002058557,0.00003297604,0.00007503013],"category_scores_gemma":[0.00001991204,0.00007431478,0.00002790567,0.0003055893,0.00006671392,0.00009387681,0.00003075805,0.0002576021,0.000004217018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008448921,"about_ca_system_score_gemma":0.0002210732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004196172,"about_ca_topic_score_gemma":0.0002611851,"domain_scores_codex":[0.9977507,0.0009113938,0.0003706738,0.0002112419,0.0005486993,0.0002073101],"domain_scores_gemma":[0.999386,0.00001756202,0.0001191098,0.0004020593,0.00003073686,0.00004450826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001070483,0.0009932894,0.8132123,0.001398625,0.00002427451,0.000284519,0.1797281,0.0000368667,0.00004560207,0.0004489009,0.00001484443,0.002742227],"study_design_scores_gemma":[0.003272934,0.001041617,0.9597703,0.008526309,0.00002279938,0.0003189555,0.02672673,0.00002066379,0.00004539937,0.00009854737,0.00007722316,0.00007856468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934102,0.00124523,2.063545e-7,0.0005213798,0.000296966,0.0006603211,0.00002448319,0.000007021232,0.003834209],"genre_scores_gemma":[0.9994784,0.00003978622,0.00004945353,0.0002376123,0.000058599,0.00004140946,0.00002647025,0.00002043828,0.00004783759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1530014,"threshold_uncertainty_score":0.3030469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00953459346800271,"score_gpt":0.2799298763615249,"score_spread":0.2703952828935222,"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."}}