{"id":"W3217732617","doi":"10.1097/grf.0000000000000668","title":"Mental Health in Obstetric Patients and Providers During the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Clinical Obstetrics & Gynecology","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Mental Health","keywords":"Mental health; Anxiety; Pandemic; Childbirth; Mood; Depression (economics); Pregnancy; Coronavirus disease 2019 (COVID-19); Public health","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008056537,0.0001764879,0.0005868172,0.0001788479,0.000240876,0.00001924618,0.0001272471,0.0002314652,0.0000995282],"category_scores_gemma":[0.01786573,0.0001354613,0.00009991223,0.0006528671,0.000205677,0.00006169194,0.000219804,0.0007284617,0.00003158656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006851858,"about_ca_system_score_gemma":0.000724463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005682441,"about_ca_topic_score_gemma":0.0002007791,"domain_scores_codex":[0.9969909,0.0006239181,0.001100375,0.000515262,0.0002161762,0.0005533204],"domain_scores_gemma":[0.9910307,0.007656738,0.0002831201,0.0003181352,0.00006828706,0.0006430201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001564301,0.0005133787,0.9882821,0.001095429,0.00002135422,0.0001439827,0.0003208644,0.000001291496,0.000002799378,0.00004991253,0.0003173508,0.009095051],"study_design_scores_gemma":[0.006427499,0.0006210492,0.9643853,0.0001711454,0.00001690486,0.0001880611,0.0001559795,0.00002217819,0.000008605199,0.0001385029,0.0277404,0.0001243556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725794,0.009141435,0.000004124033,0.0143451,0.002749286,0.0009381249,0.00002698388,0.00004635224,0.0001691957],"genre_scores_gemma":[0.9613614,0.008984955,0.0001254246,0.02833363,0.00006141336,0.00003889012,0.0000499911,0.00002080401,0.001023495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02742305,"threshold_uncertainty_score":0.9904072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07001942585238968,"score_gpt":0.3936332492155121,"score_spread":0.3236138233631224,"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."}}