{"id":"W4379598355","doi":"10.1002/nop2.1871","title":"Influencing factors of sleep disorders and sleep quality in healthcare workers during the <scp>COVID</scp>‐19 pandemic: A systematic review and meta‐analysis","year":2023,"lang":"en","type":"review","venue":"Nursing Open","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Health care; Anxiety; Population; Pandemic; Sleep disorder; Observational study; Insomnia; Psychiatry; Family medicine; Disease; Environmental health; Coronavirus disease 2019 (COVID-19); Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0044351,0.0005886907,0.006924019,0.0005084916,0.000293202,0.0000937281,0.0008264387,0.0003342186,0.00002175927],"category_scores_gemma":[0.0006413119,0.0003815031,0.0007829643,0.002151474,0.0001937017,0.0001335889,0.0002797536,0.000718314,0.000007649586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009307191,"about_ca_system_score_gemma":0.0003889455,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03493125,"about_ca_topic_score_gemma":0.008906652,"domain_scores_codex":[0.9923071,0.00369638,0.002102128,0.0009324466,0.0003432431,0.0006187272],"domain_scores_gemma":[0.993467,0.00358809,0.001545902,0.001054777,0.00003901413,0.0003052131],"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":[0.000004611349,0.0000530585,0.01526025,0.950985,0.0178045,0.000003539547,0.006825976,0.000002563119,1.914778e-8,0.00008675848,0.00001742518,0.008956351],"study_design_scores_gemma":[0.000840276,0.0001353451,0.01615199,0.3300745,0.6277625,0.00005080625,0.01546694,0.000006267413,2.530894e-8,0.0003713867,0.008541021,0.0005989344],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001505961,0.9902975,0.000009263692,0.0002558737,0.0001281648,0.007499579,0.0001406016,0.0000504662,0.0001126071],"genre_scores_gemma":[0.004344831,0.9937237,0.00001597579,0.0005412613,0.00001198736,0.0008488388,0.00005418147,0.00007038144,0.0003888736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6209105,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2735401474682431,"score_gpt":0.5267618363154987,"score_spread":0.2532216888472555,"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."}}