{"id":"W4318332944","doi":"10.1186/s12884-022-05243-4","title":"The prevalence of mental ill-health in women during pregnancy and after childbirth during the Covid-19 pandemic: a systematic review and Meta-analysis","year":2023,"lang":"en","type":"review","venue":"BMC Pregnancy and Childbirth","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anxiety; Mental health; Meta-analysis; PsycINFO; Reproductive medicine; Pregnancy; Psychiatry; Depression (economics); Childbirth; Pandemic; MEDLINE; Coronavirus disease 2019 (COVID-19); Disease; Internal medicine","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":[0.01246951,0.002342813,0.01688458,0.00901509,0.0008326378,0.003827437,0.002023499,0.002345863,0.002542043],"category_scores_gemma":[0.04468366,0.001602362,0.03180053,0.009527573,0.0009216812,0.002140596,0.001895406,0.001703461,0.0001826504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003942698,"about_ca_system_score_gemma":0.007396461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01252502,"about_ca_topic_score_gemma":0.02842103,"domain_scores_codex":[0.9900889,0.003612221,0.003750989,0.0009687758,0.001210924,0.0003680625],"domain_scores_gemma":[0.9712232,0.02156884,0.004442645,0.0006332101,0.001869271,0.0002628055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000629827,0.00002555959,0.004710405,0.771847,0.2078889,0.0001335498,0.000190348,0.0002571434,0.0001319931,0.0001056998,0.0004695423,0.01360991],"study_design_scores_gemma":[0.0002828074,0.0003149454,0.009108591,0.1876584,0.798607,0.000273637,0.0002324079,0.0001563753,0.0001600763,0.0001853358,0.00297467,0.00004581524],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003179868,0.9956957,0.0001800892,0.0001372238,0.0000749865,0.0002468736,0.0003393119,0.000009071978,0.0001367312],"genre_scores_gemma":[0.07340313,0.9232385,0.001173955,0.0004999168,0.0001255201,0.0009577202,0.0004692613,0.00001121895,0.0001207845],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01688458,"threshold_uncertainty_score":0.06594586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07133512335855442,"score_gpt":0.362054542352426,"score_spread":0.2907194189938715,"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."}}