{"id":"W4255912847","doi":"10.32920/14639205.v1","title":"Depression and anxiety during the perinatal period","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Vancouver Coastal Health; Toronto Metropolitan University; Royal Jubilee Hospital; University of British Columbia","funders":"King's College London; National Institute for Health and Care Research; Skoll Foundation; Vancouver Foundation; South London and Maudsley NHS Foundation Trust","keywords":"Anxiety; Mood; Incidence (geometry); Medicine; Psychiatry; Depression (economics); Population; Postpartum period; Mood disorders; Pregnancy; Mental health; Clinical psychology; Psychology","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":[0.0002856002,0.00009757331,0.0002297419,0.0003350216,0.0004079119,0.0005781645,0.0001859851,0.0001674941,0.001637947],"category_scores_gemma":[0.001846862,0.00009606411,0.0001514184,0.0005711929,0.0001910712,0.0002043642,0.0003394974,0.0004045993,0.000156482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005179672,"about_ca_system_score_gemma":0.0005745214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256416,"about_ca_topic_score_gemma":0.01445016,"domain_scores_codex":[0.9997171,0.00009163756,0.00002931757,0.00002872585,0.00004894688,0.00008421278],"domain_scores_gemma":[0.9995888,0.000132577,0.0001220845,0.00001399668,0.0000578884,0.00008464519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001221019,0.0001130997,0.8153603,0.0006160807,0.0001695816,0.004602091,0.003473282,0.0001229112,0.0008054356,0.001693011,0.006586017,0.1663362],"study_design_scores_gemma":[0.000007063876,0.00006911408,0.9839145,0.000471644,0.00005459548,0.005564622,0.002862124,0.00004953442,0.00009361593,0.0004917255,0.006412398,0.000009119497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8697508,0.08676711,0.0005078005,0.004494003,0.0001988509,0.0001494854,0.002172843,0.00002786635,0.0359313],"genre_scores_gemma":[0.9761273,0.02211382,0.000226827,0.0004748921,0.00006244414,0.00004947177,0.0002393811,0.000001743335,0.0007041083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01256416,"threshold_uncertainty_score":0.02498204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270812411524705,"score_gpt":0.2837249585515215,"score_spread":0.2710168344362744,"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."}}