{"id":"W3177606413","doi":"10.4088/jcp.21m13874","title":"Depression, Anxiety, and Mother-Infant Bonding in Women Seeking Treatment for Postpartum Depression Before and During the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"The Journal of Clinical Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Anxiety; Postpartum depression; Depression (economics); Medicine; Odds ratio; Odds; Pandemic; Randomized controlled trial; Edinburgh Postnatal Depression Scale; Patient Health Questionnaire; Coronavirus disease 2019 (COVID-19); Psychiatry; Pregnancy; Depressive symptoms; Logistic regression; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002132191,0.0001525511,0.0004781154,0.00005021549,0.0002588425,0.00002202973,0.0001050002,0.0001175969,0.00001926967],"category_scores_gemma":[0.0003281104,0.00007459873,0.0001195597,0.00007588605,0.00009047776,0.00007490813,0.00007812487,0.0004475309,4.601484e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032387,"about_ca_system_score_gemma":0.0002887892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002572966,"about_ca_topic_score_gemma":0.000107463,"domain_scores_codex":[0.998022,0.0003170287,0.0009805129,0.0001869125,0.0002021477,0.0002914382],"domain_scores_gemma":[0.9981172,0.0007425821,0.0004971354,0.0002346556,0.00003972299,0.0003687069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005166081,0.0001657831,0.9886948,0.0009224533,0.00006953017,0.00002250927,0.001340747,0.000005167638,0.0001481793,0.00003109551,0.00005984871,0.003373733],"study_design_scores_gemma":[0.007391494,0.0007799304,0.9770736,0.003502758,0.0001380432,0.003706357,0.0009225517,0.0000932706,0.0001255012,0.002664729,0.003505263,0.00009649878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785171,0.009465639,0.00004131802,0.01079402,0.0007350222,0.0003836135,0.000009307186,0.000009909542,0.00004405382],"genre_scores_gemma":[0.9885357,0.006898117,0.0003305942,0.003336192,0.0005586439,0.00001443976,0.000001059598,0.00001941322,0.0003058291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01162127,"threshold_uncertainty_score":0.3042048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890919443488093,"score_gpt":0.4027382958594622,"score_spread":0.3538291014245813,"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."}}