{"id":"W4396663532","doi":"10.1038/s41598-024-61216-x","title":"The mental health toll among healthcare workers during the COVID-19 Pandemic in Malawi","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation; International Development Research Centre; UK Research and Innovation; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Toll; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Mental health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Medicine; Virology; Environmental health; Economic growth; Psychiatry; Immunology; Outbreak; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000889281,0.0002241256,0.0002097117,0.0005444906,0.001262853,0.0009804678,0.0002992404,0.000456005,0.001054145],"category_scores_gemma":[0.002193406,0.0002288974,0.0002842064,0.0006970081,0.0007767258,0.000844871,0.001783183,0.0008338284,0.00006601581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616518,"about_ca_system_score_gemma":0.001448588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05906503,"about_ca_topic_score_gemma":0.115742,"domain_scores_codex":[0.9992136,0.0003497213,0.00005301673,0.00004807161,0.00006571764,0.000269836],"domain_scores_gemma":[0.9990976,0.0001988996,0.0003668939,0.00003665966,0.00009601493,0.0002038773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005851868,0.0000451256,0.9766188,0.0001618391,0.00006580631,0.000398023,0.008727287,0.00007122636,0.0004111204,0.000103899,0.0005445572,0.01279378],"study_design_scores_gemma":[0.000003837282,0.00009828254,0.9734675,0.0001828467,0.0000225553,0.0002296695,0.02495746,0.0001190785,0.0000748334,0.00007611021,0.0007580138,0.000009813498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977719,0.0008001185,0.00005357598,0.0009082822,0.00001118666,0.00001617804,0.0001459083,0.000001243203,0.0002915167],"genre_scores_gemma":[0.998763,0.0007916609,0.00006596371,0.0002190398,0.00001277936,0.00001349131,0.00005217891,3.225117e-7,0.00008162336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05906503,"threshold_uncertainty_score":0.1174425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0705574856167727,"score_gpt":0.4275835728062606,"score_spread":0.3570260871894879,"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."}}