{"id":"W2124953205","doi":"10.1186/s12888-015-0526-6","title":"Depression and anxiety during the perinatal period","year":2015,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Vancouver Coastal Health; Royal Jubilee Hospital; University of British Columbia Hospital; Toronto Metropolitan University; 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; Period (music); Depression (economics); Perinatal period; Psychiatry; Psychology; Medicine; Clinical psychology; Pregnancy; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001174522,0.000089024,0.00009915001,0.0000196673,0.0001380665,0.00001805681,0.00005503086,0.000047652,0.0000329342],"category_scores_gemma":[0.00001367155,0.00005509611,0.00003190162,0.00004031978,0.00003963844,0.0000588637,0.00005947256,0.0001441441,0.00002618513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002138511,"about_ca_system_score_gemma":0.00007952398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002462594,"about_ca_topic_score_gemma":0.00001745391,"domain_scores_codex":[0.9993631,0.00002930885,0.0001245273,0.000160612,0.000152662,0.0001698149],"domain_scores_gemma":[0.9995456,0.000004737739,0.00003607901,0.0002114062,0.00001535346,0.0001868619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000486708,0.00003294363,0.9972972,0.001335308,0.000004779099,0.000002238751,0.000286472,6.415163e-7,0.00003089101,0.0001322218,0.000172615,0.0002180423],"study_design_scores_gemma":[0.001488731,0.00009796432,0.9919231,0.0009238362,0.00001536564,0.001111627,0.0003136434,0.00004025577,0.0003298333,0.0001175637,0.003560396,0.00007768194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892284,0.005763637,0.000008479755,0.0008553594,0.0008255224,0.0002266446,0.000003170927,0.00004690501,0.003041913],"genre_scores_gemma":[0.9969187,0.00008728629,0.0008861607,0.0003195352,0.0003399708,0.00001931152,0.000002021136,0.00001220417,0.001414747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007690396,"threshold_uncertainty_score":0.2246754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798777569207722,"score_gpt":0.2871959112865523,"score_spread":0.269208135594475,"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."}}