{"id":"W3044252136","doi":"10.1016/j.jad.2020.07.081","title":"Maternal psychological distress & 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003153969,0.0001806297,0.0003582573,0.00005260168,0.000258437,0.00003630171,0.0001899206,0.00006224804,0.0001505056],"category_scores_gemma":[0.0001844625,0.0001115739,0.000149255,0.0001880022,0.00007730908,0.0001601726,0.00005948633,0.0005639876,0.0000234386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002664036,"about_ca_system_score_gemma":0.00008141613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004421182,"about_ca_topic_score_gemma":0.0004262484,"domain_scores_codex":[0.9983721,0.0002831319,0.0004521382,0.0001957259,0.0003800758,0.0003168625],"domain_scores_gemma":[0.9985518,0.0001513325,0.0004288684,0.0001400146,0.0000583023,0.0006697121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004968485,0.0002920593,0.9848578,0.002340369,0.000128014,0.0000583682,0.003917017,0.0000775533,0.0005656952,0.00002277401,0.001125296,0.001646575],"study_design_scores_gemma":[0.004419709,0.001275179,0.9816084,0.0008183034,0.00003746114,0.001914911,0.0004338878,0.00002026625,0.00009648501,0.00007806715,0.009152786,0.0001445266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494869,0.0007484826,0.0002398079,0.04853506,0.0003684382,0.0004847643,0.00005428592,0.00003179109,0.00005053338],"genre_scores_gemma":[0.9749603,0.001169301,0.00009210032,0.02347314,0.0001927591,0.000007606975,0.000008970184,0.00001886009,0.00007699968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02547342,"threshold_uncertainty_score":0.4549853,"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."}}