{"id":"W4225255052","doi":"10.2196/32347","title":"Mental Health Presentations Across Health Care Settings During the First 9 Months of the COVID-19 Pandemic in England: Retrospective Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Emergency Medicine; Royal College of Emergency Medicine; National Physical Laboratory; Department for Business, Energy and Industrial Strategy, UK Government; University of Liverpool; King's College London; Public Health England; University of Bristol; University of East Anglia; Department of Health and Social Care; National Institute for Health Research Health Protection Research Unit; National Institute for Health and Care Research","keywords":"Pandemic; Observational study; Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mental health; Health care; Retrospective cohort study; Public health; Family medicine; Environmental health; Psychiatry; Virology; Nursing; Disease; Outbreak; Infectious disease (medical specialty); Political science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001848558,0.0004381487,0.0007898287,0.002146174,0.0008724419,0.001241499,0.0008263344,0.000790198,0.001526554],"category_scores_gemma":[0.00760876,0.0008945359,0.0008304727,0.002500664,0.0009723438,0.001626575,0.002483296,0.001087794,0.0003751622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066271,"about_ca_system_score_gemma":0.001684364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04874273,"about_ca_topic_score_gemma":0.0539501,"domain_scores_codex":[0.9973021,0.0006870301,0.0007020051,0.0005637725,0.0003757449,0.0003692793],"domain_scores_gemma":[0.9894907,0.001202463,0.006608133,0.0005234909,0.001055309,0.001119821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000124717,0.00004492701,0.9976835,0.00007473194,0.00003960419,0.0002452491,0.0009044139,0.00002802723,0.0001089665,0.00001264154,0.0001639048,0.0005693518],"study_design_scores_gemma":[0.000008196806,0.0002538127,0.9971035,0.00005085377,0.00001978952,0.0004305318,0.001788046,0.00005701879,0.0000284843,0.000006417881,0.0002431708,0.00001009094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967699,0.0006446182,0.0001279829,0.00006942692,0.000008780131,0.0001468166,0.001853306,0.000005479416,0.000373745],"genre_scores_gemma":[0.99786,0.0004012614,0.0001394011,0.00008964237,0.00001905975,0.0001460599,0.00120941,0.00000369897,0.0001314946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04874273,"threshold_uncertainty_score":0.09691805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09374439808780695,"score_gpt":0.4400478521719855,"score_spread":0.3463034540841786,"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."}}