{"id":"W3124477770","doi":"10.3390/healthcare9010084","title":"Nurses’ Workplace Conditions Impacting Their Mental Health during COVID-19: A Cross-Sectional Survey Study","year":2021,"lang":"en","type":"article","venue":"Healthcare","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Personal protective equipment; Mental health; Staffing; Cross-sectional study; Preparedness; Occupational safety and health; Anxiety; Medicine; Coronavirus disease 2019 (COVID-19); Nursing; Depression (economics); Pandemic; Occupational stress; Psychology; Environmental health; Family medicine; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001376704,0.0003231938,0.0004700982,0.0001886877,0.002481328,0.000104556,0.0002080788,0.0001748528,0.002607652],"category_scores_gemma":[0.0002916101,0.0003394858,0.0001458868,0.000737994,0.0001007337,0.0001406406,0.0001227675,0.0006987262,0.000181441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003773054,"about_ca_system_score_gemma":0.005176012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03984043,"about_ca_topic_score_gemma":0.05172265,"domain_scores_codex":[0.9946112,0.002004331,0.0008414124,0.0009937518,0.0004284674,0.001120807],"domain_scores_gemma":[0.9966862,0.0006822242,0.0003280254,0.0006773099,0.0001839342,0.001442367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004098133,0.0009416663,0.9745301,0.0003362755,0.00007607592,0.00009508029,0.02075842,0.0000142612,0.00002471955,0.0003041174,0.001985519,0.0005239285],"study_design_scores_gemma":[0.002604126,0.0004236674,0.9586793,0.0000413615,0.000002998197,0.0003462391,0.033165,0.000006170786,0.00001245061,0.0000777608,0.004394201,0.0002466902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821743,0.00170547,0.00003000476,0.007728285,0.003806633,0.001495838,0.002424305,0.0002605592,0.0003745543],"genre_scores_gemma":[0.9847797,0.00007005834,0.00002057725,0.01027486,0.000350258,0.0001924687,0.001160737,0.00005914143,0.003092176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01585079,"threshold_uncertainty_score":0.9999057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1594517106093503,"score_gpt":0.5258382944095055,"score_spread":0.3663865838001551,"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."}}