{"id":"W4307885416","doi":"10.1186/s12889-022-14349-5","title":"Mental and physical health and well-being of Canadian employees who were working from home during the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo; University of Toronto; Conestoga College","funders":"La Trobe University","keywords":"Mental health; Pandemic; Biostatistics; Medicine; Personal protective equipment; Burnout; Public health; Occupational safety and health; Work (physics); Gerontology; Coronavirus disease 2019 (COVID-19); Nursing; Psychiatry; Clinical psychology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002302948,0.0001316507,0.0003378223,0.00023335,0.002841235,0.0001130826,0.0003294179,0.00004438407,0.00006398401],"category_scores_gemma":[0.0001501816,0.0001195778,0.00003852687,0.0005761068,0.0003104116,0.0001531663,0.0001934698,0.0003570162,0.000001078917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001654546,"about_ca_system_score_gemma":0.005160538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5855542,"about_ca_topic_score_gemma":0.7832903,"domain_scores_codex":[0.9969324,0.001119784,0.0002841815,0.0003684699,0.0004893953,0.0008057113],"domain_scores_gemma":[0.9978362,0.000479114,0.0002109653,0.0002050801,0.00001582121,0.001252843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006781176,0.00002331524,0.8339044,0.00005371701,0.00001047964,8.206947e-7,0.1617085,0.000005681101,0.00000149186,0.001880693,0.001073229,0.001330886],"study_design_scores_gemma":[0.0006708835,0.0001261427,0.5868647,0.00004868633,0.000003012409,0.000007577488,0.2229242,0.00005023989,1.791303e-7,0.001409381,0.1876746,0.0002205465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535879,0.003516001,0.00000709732,0.0411773,0.0002028043,0.0004182141,0.00004333108,0.00007275363,0.0009745838],"genre_scores_gemma":[0.9927634,0.003569538,0.00004659772,0.003124899,0.0003219098,0.00003558166,0.00001651922,0.00001795626,0.0001036079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2470397,"threshold_uncertainty_score":0.998457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06789135680888891,"score_gpt":0.3322792791461659,"score_spread":0.264387922337277,"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."}}