{"id":"W4283833962","doi":"10.1080/09638237.2022.2091754","title":"A systematic review of fear, stigma, and mental health outcomes of pandemics","year":2022,"lang":"en","type":"review","venue":"Journal of Mental Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; MaRS; University of Toronto","funders":"","keywords":"Mental health; Misinformation; Pandemic; Anxiety; Thematic analysis; Stigma (botany); Psychiatry; Psychology; Public health; Social stigma; Psychological intervention; Medicine; Qualitative research; Clinical psychology; Infectious disease (medical specialty); Disease; Coronavirus disease 2019 (COVID-19); Family medicine; Nursing; Political science; Sociology; Human immunodeficiency virus (HIV)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006850251,0.0005238617,0.00812631,0.0005131177,0.0002476828,0.000008031557,0.0005472157,0.0001538885,0.0003933606],"category_scores_gemma":[0.0001117292,0.0003905622,0.001055065,0.0004424143,0.0001136609,0.00008518005,0.0002106591,0.001016005,0.000006070243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003228292,"about_ca_system_score_gemma":0.004549692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007792875,"about_ca_topic_score_gemma":0.00006029435,"domain_scores_codex":[0.9892995,0.002483418,0.006129218,0.0003711348,0.001118447,0.0005982282],"domain_scores_gemma":[0.9868372,0.0006612792,0.01126721,0.0005372147,0.00006176089,0.0006353337],"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":[0.0000410866,0.0004748218,0.0001285321,0.8411143,0.0005055329,0.00000680787,0.00127525,9.583613e-9,3.307562e-8,0.0001573892,0.00681678,0.1494794],"study_design_scores_gemma":[0.001035813,0.00228266,0.00005950128,0.6057153,0.0004588208,0.001112398,0.001410247,2.680626e-7,4.54021e-8,0.00001205759,0.3877115,0.000201375],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006399971,0.9911119,0.000004970175,0.001634497,0.00182925,0.004343709,0.0008839239,0.00000961921,0.0001181843],"genre_scores_gemma":[0.00002040856,0.995125,0.0001743291,0.004022288,0.00006942361,0.00005561447,0.0001212407,0.00006581095,0.0003458743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3808947,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429111952182761,"score_gpt":0.5160083475632367,"score_spread":0.3730971523449605,"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."}}