{"id":"W3044252136","doi":"10.1016/j.jad.2020.07.081","title":"Maternal psychological distress &amp; mental health service use during the COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":430,"is_retracted":false,"has_abstract":false,"ca_institutions":"George & Fay Yee Centre for Healthcare Innovation; Children's Hospital Research Institute of Manitoba; University of Manitoba; University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Children's Hospital Research Institute of Manitoba; University of Manitoba; Research Manitoba","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Mental health; 2019-20 coronavirus outbreak; Psychological distress; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Distress; Psychiatry; Psychology; Coronavirus Infections; Clinical psychology; Medicine; Virology; Internal medicine; Disease; Infectious disease (medical specialty)","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":[0.0005769218,0.0001191329,0.0001726721,0.0005412581,0.00101424,0.001039494,0.0003399374,0.0005979398,0.004415181],"category_scores_gemma":[0.00575708,0.0001749732,0.0003332346,0.0007325934,0.0003891136,0.0007276727,0.001689367,0.001860029,0.0002030398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346004,"about_ca_system_score_gemma":0.001540949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06104983,"about_ca_topic_score_gemma":0.09988725,"domain_scores_codex":[0.9993588,0.0001661062,0.00005958907,0.00004799285,0.000083602,0.0002838612],"domain_scores_gemma":[0.9983954,0.0002189905,0.0007540546,0.00004543744,0.0001429069,0.0004431161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001648938,0.0001070055,0.9792266,0.00007004766,0.00006791486,0.0003674627,0.002118713,0.00008457253,0.0001536172,0.0004874635,0.002574584,0.01457727],"study_design_scores_gemma":[0.0000026643,0.00003150991,0.9951988,0.00007966434,0.000009124555,0.0001457422,0.003110169,0.00005765021,0.00001898157,0.00005604023,0.001284954,0.000004788621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777777,0.002685087,0.00007950366,0.005588154,0.0001735766,0.00006710304,0.002197174,0.000009661174,0.01142213],"genre_scores_gemma":[0.9968953,0.001240515,0.00006196531,0.000487242,0.00009988317,0.00003894021,0.0003278233,0.000002632344,0.0008457199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06104983,"threshold_uncertainty_score":0.1213889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06127806981630589,"score_gpt":0.3766059527723599,"score_spread":0.315327882956054,"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."}}