{"id":"W3110275382","doi":"10.3389/fpsyt.2020.565098","title":"A Systematic Review of the Impact of Viral Respiratory Epidemics on Mental Health: An Implication on the Coronavirus Disease 2019 Pandemic","year":2020,"lang":"en","type":"review","venue":"Frontiers in Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mental health; PsycINFO; CINAHL; Pandemic; Public health; Depression (economics); Anxiety; Population; Psychiatry; Health care; Mental illness; MEDLINE; Disease; Psychological intervention; Environmental health; Coronavirus disease 2019 (COVID-19); Internal medicine; Nursing; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01980868,0.001748776,0.0100323,0.01506466,0.001094261,0.004222639,0.002621957,0.002550576,0.004659414],"category_scores_gemma":[0.08102904,0.001339431,0.00957058,0.01588056,0.001418031,0.003697886,0.002343153,0.00157255,0.000314954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008215146,"about_ca_system_score_gemma":0.02382754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01731065,"about_ca_topic_score_gemma":0.04779553,"domain_scores_codex":[0.9780909,0.007944847,0.008523659,0.001228459,0.003570428,0.0006417306],"domain_scores_gemma":[0.9333109,0.04914562,0.01074987,0.0009739415,0.005188899,0.0006307315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000981609,0.000006105219,0.0007081,0.9786013,0.007478791,0.00008747971,0.0002181089,0.00006767752,0.00007623163,0.0001717295,0.001104343,0.011382],"study_design_scores_gemma":[0.0001279622,0.00008867637,0.003120323,0.9436727,0.04392359,0.0001774384,0.0002904951,0.00005102498,0.0000727672,0.0002170795,0.008237514,0.00002046752],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002008671,0.9944859,0.0002035413,0.0007846642,0.0001906533,0.0007533139,0.001033193,0.00001343059,0.0005266318],"genre_scores_gemma":[0.02552118,0.9697169,0.0009694439,0.001299151,0.0001161972,0.001631813,0.0005673141,0.000009439179,0.0001685759],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01980868,"threshold_uncertainty_score":0.1047596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093142576227189,"score_gpt":0.4890593459783658,"score_spread":0.3797450883556469,"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."}}