{"id":"W4366217159","doi":"10.3389/fpsyt.2023.1154557","title":"Systematic review of the association between adverse life events and the onset and relapse of postpartum psychosis","year":2023,"lang":"en","type":"review","venue":"Frontiers in Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Alliance for Research on Schizophrenia and Depression","keywords":"Postpartum psychosis; Psychosis; Adverse effect; Postpartum period; Medicine; PsycINFO; Psychiatry; Childbirth; Psychology; Pregnancy; MEDLINE; Internal medicine; Bipolar disorder; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009669536,0.00131717,0.008495628,0.01101537,0.0007015503,0.002334431,0.002254315,0.001591284,0.005546876],"category_scores_gemma":[0.05101774,0.001101631,0.006868987,0.01367543,0.0009629288,0.002029981,0.001722171,0.001032322,0.0004164536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004407365,"about_ca_system_score_gemma":0.01371992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01228192,"about_ca_topic_score_gemma":0.0335892,"domain_scores_codex":[0.98866,0.00329241,0.005350249,0.0006663529,0.001784743,0.000246228],"domain_scores_gemma":[0.9570779,0.02952546,0.008942897,0.0006335104,0.003447691,0.0003725471],"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":[0.0001191058,0.000006220797,0.0006909266,0.9801135,0.005417815,0.0001017199,0.0001496078,0.00005053319,0.00006891816,0.0001071138,0.0008989716,0.01227552],"study_design_scores_gemma":[0.0001988481,0.0001624608,0.0059326,0.928535,0.05238009,0.0003504531,0.0002459695,0.00005140136,0.0001102521,0.0002038354,0.01179774,0.00003148677],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00219753,0.994325,0.0002134345,0.0003204765,0.0001637547,0.0007888484,0.001535616,0.00001624006,0.0004391275],"genre_scores_gemma":[0.02044209,0.9757598,0.0007700417,0.0006032941,0.0000969102,0.001348031,0.0007471355,0.0000104612,0.0002223093],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01228192,"threshold_uncertainty_score":0.05113804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017438433667047,"score_gpt":0.3146988178371348,"score_spread":0.2972603841700878,"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."}}