{"id":"W4399888000","doi":"10.1080/00207411.2024.2364133","title":"Impacts of the COVID-19 pandemic on the mental health of frontline hospital-based nurses: rapid review and meta-analysis","year":2024,"lang":"en","type":"article","venue":"International Journal of Mental Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Mental health; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Psychiatry; Psychology; Nursing; Virology; Outbreak; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02067781,0.002197945,0.01157309,0.006853933,0.0005957397,0.00379281,0.00205234,0.001995638,0.003870387],"category_scores_gemma":[0.05756945,0.001369176,0.03130787,0.006443342,0.0006242227,0.002123769,0.002047673,0.001952093,0.0004256384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003025067,"about_ca_system_score_gemma":0.005615865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007475251,"about_ca_topic_score_gemma":0.0161697,"domain_scores_codex":[0.9906822,0.003648936,0.003194291,0.0009817157,0.001140313,0.0003523831],"domain_scores_gemma":[0.9597512,0.03183921,0.003881053,0.001454638,0.002818354,0.0002554055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0008192094,0.00002711399,0.003668801,0.6462913,0.3211291,0.0001555231,0.0001630584,0.0004612852,0.0002654287,0.0002818659,0.001436203,0.02530118],"study_design_scores_gemma":[0.0002444576,0.0001937015,0.005505299,0.1103258,0.8746607,0.000159254,0.0001297468,0.0001890664,0.0002048815,0.0005862546,0.007755454,0.00004548823],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002074961,0.9954863,0.0006833448,0.0003370314,0.000181806,0.000275618,0.0006333448,0.00002936568,0.0002981818],"genre_scores_gemma":[0.08332759,0.9078233,0.003355606,0.001801112,0.0003378102,0.00158068,0.001225481,0.00005090149,0.0004975077],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02067781,"threshold_uncertainty_score":0.109356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314127226564735,"score_gpt":0.4990816283997257,"score_spread":0.3676689057432522,"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."}}