{"id":"W4224298769","doi":"10.3390/ijerph19095062","title":"Perinatal Depression in Australian Women during the COVID-19 Pandemic: The Birth in the Time of COVID-19 (BITTOC) Study","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; McGill University; Douglas College; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Depression (economics); Medicine; Mental health; Odds; Pandemic; Social support; Pregnancy; Odds ratio; Prenatal care; Psychiatry; Postnatal Care; Logistic regression; Coronavirus disease 2019 (COVID-19); Psychology; Environmental health; Population; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001172751,0.0002779011,0.0004712959,0.0004611654,0.001730645,0.0007748773,0.000634052,0.0006591332,0.001005489],"category_scores_gemma":[0.002939203,0.0006184428,0.0004808449,0.001343059,0.0003485745,0.0005524218,0.002038908,0.001440288,0.0002762469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449271,"about_ca_system_score_gemma":0.001312636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2437436,"about_ca_topic_score_gemma":0.2559386,"domain_scores_codex":[0.9992837,0.0002688055,0.00007134776,0.00009639747,0.0001132252,0.0001665696],"domain_scores_gemma":[0.9989718,0.0000948642,0.0003552114,0.00008025507,0.0001655095,0.0003322758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001162826,0.0001418692,0.9870841,0.00009417716,0.00004678342,0.0003424358,0.008044406,0.00001712977,0.0001946109,0.00005977245,0.0004689274,0.003389515],"study_design_scores_gemma":[0.000003735855,0.00005964965,0.9974093,0.00003203515,0.00001435382,0.00009313843,0.002152178,0.00002627954,0.00001169943,0.00001259901,0.0001814255,0.000003556414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981917,0.0003040551,0.00005723124,0.0001900669,0.000009477136,0.00006964334,0.0004991753,0.000001097149,0.0006775158],"genre_scores_gemma":[0.9977579,0.0006341698,0.0001261976,0.0001630842,0.00001332531,0.0001271772,0.0004198123,0.000001508967,0.0007567721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2437436,"threshold_uncertainty_score":0.4846497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119254174218146,"score_gpt":0.4306405020186462,"score_spread":0.3187150845968316,"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."}}