{"id":"W4200031965","doi":"10.1002/jmv.27549","title":"A large‐scale meta‐analytic atlas of mental health problems prevalence during the COVID‐19 early pandemic","year":2021,"lang":"en","type":"review","venue":"Journal of Medical Virology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":291,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Anxiety; Psychiatry; Medicine; Suicidal ideation; Population; PsycINFO; Pandemic; Depression (economics); Cross-sectional study; Patient Health Questionnaire; Clinical psychology; Psychology; Poison control; MEDLINE; Suicide prevention; Coronavirus disease 2019 (COVID-19); Disease; Environmental health; Infectious disease (medical specialty); Internal medicine","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008220952,0.0004573388,0.004245069,0.0003384787,0.0002134403,0.00001435833,0.001365748,0.0008246985,0.006198763],"category_scores_gemma":[0.000537582,0.0002633819,0.001663047,0.0004465166,0.000450663,0.00005673017,0.0003509116,0.002758047,0.00004966043],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008068124,"about_ca_system_score_gemma":0.00645064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003563234,"about_ca_topic_score_gemma":0.000488755,"domain_scores_codex":[0.9903323,0.003803976,0.002960715,0.0005364576,0.001493314,0.0008732353],"domain_scores_gemma":[0.9933148,0.001652316,0.003127798,0.0006043498,0.00007754293,0.00122318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001180103,0.007139279,0.007095804,0.3482247,0.05063123,0.003416437,0.04196942,0.000009354238,0.00001123774,0.003076989,0.04970984,0.4875356],"study_design_scores_gemma":[0.001678715,0.001078217,0.0002866154,0.00407536,0.003879167,0.007408988,0.0003362732,0.000002255843,1.139018e-7,0.00007001541,0.9809991,0.0001851388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002162465,0.9865217,0.0001758218,0.008693924,0.001433148,0.0008212095,0.0001133574,0.00001459948,0.00006374547],"genre_scores_gemma":[0.0006358445,0.9939789,0.00002555197,0.003723378,0.0005416419,0.00006073076,0.00001696952,0.00004578324,0.0009712322],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9312893,"threshold_uncertainty_score":0.9999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1599348412848157,"score_gpt":0.490027158868574,"score_spread":0.3300923175837583,"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."}}