{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004953442,0.000189405,0.0007033762,0.0002645671,0.0001698671,0.00001708414,0.0002619513,0.000102285,0.0006501888],"category_scores_gemma":[0.00009698307,0.0001351836,0.00007632925,0.0005221097,0.0002806924,0.0000638287,0.0001103126,0.0008681431,0.00001338812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139766,"about_ca_system_score_gemma":0.0007232896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01277157,"about_ca_topic_score_gemma":0.003313715,"domain_scores_codex":[0.9961446,0.0009603802,0.001150999,0.0002829247,0.0008793315,0.0005817772],"domain_scores_gemma":[0.9981813,0.0002313736,0.0005450067,0.0002129357,0.00003599802,0.0007933144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004143634,0.0002587515,0.9508742,0.0002063979,0.0001276636,0.0003130968,0.02428566,0.000001317299,0.000009052344,0.00003549154,0.01660809,0.006865913],"study_design_scores_gemma":[0.002660393,0.001612061,0.9226683,0.0005185764,0.00002493312,0.000247677,0.07124107,0.000001726301,0.000003007986,0.00004557603,0.0008810332,0.000095641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813093,0.001859866,0.000004582277,0.01470939,0.001411484,0.0006679511,0.00001574951,0.000007214287,0.00001448512],"genre_scores_gemma":[0.9968723,0.0008865204,0.00002773387,0.0002828553,0.0001816434,0.00000806366,0.00001154076,0.00001459281,0.001714741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04695541,"threshold_uncertainty_score":0.9938025,"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."}}