{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02468083,0.001661225,0.006955293,0.01522864,0.001645627,0.004700139,0.002471751,0.002472566,0.006621798],"category_scores_gemma":[0.1286158,0.001268622,0.006441095,0.01574015,0.001988939,0.004753122,0.003149927,0.001854995,0.0003982486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009692673,"about_ca_system_score_gemma":0.03566301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01336567,"about_ca_topic_score_gemma":0.03331079,"domain_scores_codex":[0.9710584,0.01364408,0.008674458,0.001416608,0.004612564,0.0005940572],"domain_scores_gemma":[0.9088661,0.06888939,0.01257884,0.001462208,0.007499229,0.000704143],"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":[0.00007024591,0.00001237144,0.000539761,0.9707713,0.002438935,0.0000861023,0.001356836,0.0000609466,0.00005431844,0.0006355504,0.002592555,0.02138112],"study_design_scores_gemma":[0.00004476786,0.00004296657,0.001287847,0.976634,0.00688264,0.0001283211,0.000941277,0.00003039522,0.00004171094,0.0003661722,0.0135804,0.00001953424],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001946601,0.9905674,0.0005396534,0.001471612,0.0004230051,0.002287087,0.001631202,0.00001758233,0.001115881],"genre_scores_gemma":[0.02815489,0.9620419,0.001970285,0.001388694,0.0001494039,0.005384831,0.0006134396,0.00001419771,0.0002822823],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02468083,"threshold_uncertainty_score":0.1305263,"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."}}