{"id":"W4289012870","doi":"10.1101/2022.07.29.22278182","title":"The Effect of the COVID-19 Pandemic on Mental Health in Low and Middle Income Countries","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Development Research Centre","funders":"Berkeley Population Center, University of California Berkeley; Nutrition Obesity Research Center, University of North Carolina; National Science Foundation; Grand Challenges Canada; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; African Population and Health Research Center; Monash University; Government of the United Kingdom; United States Agency for International Development; National Institutes of Health; Yale University; International Growth Centre; University of Chicago","keywords":"Pandemic; Mental health; Psychological intervention; Depression (economics); Agriculture; Coronavirus disease 2019 (COVID-19); Environmental health; Geography; Demography; Socioeconomics; Medicine; Demographic economics; Development economics; Psychiatry; Economics; Disease; Sociology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001552253,0.0002055801,0.0002081711,0.0004841937,0.0004604604,0.000884135,0.0002831832,0.0003543333,0.002355155],"category_scores_gemma":[0.005346181,0.0001424224,0.0002825519,0.0007954267,0.0005686745,0.0004977903,0.001693751,0.0007312148,0.0002683293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007023883,"about_ca_system_score_gemma":0.0005128346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03164767,"about_ca_topic_score_gemma":0.03459949,"domain_scores_codex":[0.9990282,0.0005422613,0.00003641075,0.00009386431,0.00007443365,0.0002247491],"domain_scores_gemma":[0.9971411,0.0007377218,0.001255544,0.0001775805,0.0003112322,0.0003768737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004809031,0.00003539123,0.9948527,0.00001929607,0.00005412257,0.00003627901,0.000412933,0.0001962838,0.00008078072,0.00007666743,0.0009116804,0.003275756],"study_design_scores_gemma":[0.000001800914,0.00002780001,0.998695,0.00001699788,0.000006279757,0.00001296368,0.00079868,0.0001306241,0.00003733483,0.00003377074,0.0002363247,0.000002502984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963722,0.0001575057,0.00008549432,0.00072529,0.00001507626,0.00001079723,0.001260952,0.000004108332,0.00136859],"genre_scores_gemma":[0.9990514,0.00009365511,0.00007406405,0.0001354454,0.00001429631,0.000009215069,0.000464724,0.000001441981,0.0001557871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03164767,"threshold_uncertainty_score":0.06292695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05557739291268604,"score_gpt":0.4074224500713396,"score_spread":0.3518450571586536,"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."}}