{"id":"W4400353456","doi":"10.1093/occmed/kqae023.1106","title":"O-274 HOW DID REMOTE E-WORKING CONDITIONS AFFECT THE MENTAL HEALTH OF HEALTHCARE EMPLOYEES WHO WORKED FROM HOME OR PERFORMED VIRTUAL WORK DURING THE COVID-19 PANDEMIC?","year":2024,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of British Columbia","funders":"","keywords":"Pandemic; Work (physics); Affect (linguistics); Coronavirus disease 2019 (COVID-19); Mental health; Health care; 2019-20 coronavirus outbreak; Mental healthcare; Medicine; Nursing; Psychology; Psychiatry; Virology; Engineering; Political science; Disease; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005336636,0.0001463707,0.0002172923,0.0003562577,0.0009186976,0.0009715187,0.000455581,0.0003695099,0.005453884],"category_scores_gemma":[0.002580789,0.000135089,0.0005740463,0.0006112776,0.0005479078,0.0004104377,0.0007759398,0.0004963547,0.0004177709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001714815,"about_ca_system_score_gemma":0.002572908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3905344,"about_ca_topic_score_gemma":0.5369426,"domain_scores_codex":[0.9995289,0.00008687469,0.00003443458,0.00006207635,0.00008797018,0.0001997898],"domain_scores_gemma":[0.9985572,0.0001782218,0.0005218154,0.0000433093,0.0002491325,0.0004502727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004252385,0.00004028955,0.9957088,0.00003413664,0.00003723897,0.00003931618,0.0004573271,0.00003663052,0.00006477413,0.00001265776,0.0004138464,0.003112298],"study_design_scores_gemma":[0.000002294511,0.00003253359,0.9976838,0.00005093502,0.000009751463,0.00002120202,0.001815753,0.00007144253,0.00002563485,0.00001191246,0.0002717857,0.000002995022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969789,0.0002629255,0.00005434584,0.0005081976,0.00001451511,0.00001974139,0.001071069,0.000003039571,0.001087351],"genre_scores_gemma":[0.9987375,0.0001817713,0.00005467277,0.0001256504,0.00001004889,0.00001395037,0.0003821555,0.000001593675,0.0004926823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3905344,"threshold_uncertainty_score":0.7765224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099959051061567,"score_gpt":0.3549324215322414,"score_spread":0.2449365164260848,"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."}}