{"id":"W4362731710","doi":"10.5694/mja2.51918","title":"Mental health and wellbeing of health and aged care workers in Australia, May 2021 – June 2022: a longitudinal cohort study","year":2023,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Jobs, Precincts and Regions; Hamilton Health Sciences Foundation; State Government of Victoria; WorkSafe Victoria; Monash University","keywords":"Mental health; Cohort; Longitudinal study; Gerontology; Medicine; Cohort study; Health care; Psychiatry; Psychology; Demography; Political science; Sociology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001362702,0.0003750035,0.0003804718,0.0007673048,0.00130274,0.0009084044,0.0005809776,0.0007245509,0.0007538283],"category_scores_gemma":[0.001397816,0.0004667862,0.0007979886,0.001206399,0.0002679264,0.0008065427,0.001153961,0.001141537,0.0004268837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049626,"about_ca_system_score_gemma":0.001325575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1222867,"about_ca_topic_score_gemma":0.2192959,"domain_scores_codex":[0.9993333,0.0001372857,0.00006071629,0.0001305068,0.0001605264,0.0001776928],"domain_scores_gemma":[0.9989556,0.00003400227,0.0003545401,0.00007253519,0.0002488147,0.0003346032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007286449,0.0001086225,0.9978659,0.00001303617,0.00005590242,0.00006491149,0.0005289208,0.00002002572,0.0001462438,0.000009207091,0.0003835167,0.0007309403],"study_design_scores_gemma":[0.0000042969,0.00006971975,0.9991286,0.000008818619,0.00001354806,0.00004311306,0.0004339834,0.00004659291,0.00001736636,0.000004515188,0.0002262689,0.000003063111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962307,0.000168345,0.00009560483,0.000136415,0.00001353328,0.00008893589,0.002754922,0.000003408471,0.000508226],"genre_scores_gemma":[0.995363,0.0002523616,0.0002695506,0.0001992227,0.00001912927,0.0002304296,0.002634631,0.000002800723,0.001028858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1222867,"threshold_uncertainty_score":0.2431498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0960995787133801,"score_gpt":0.4620187257246759,"score_spread":0.3659191470112958,"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."}}