{"id":"W4225141852","doi":"10.1016/j.comppsych.2022.152321","title":"Psychological distress among healthcare workers accessing occupational health services during the COVID-19 pandemic in Zimbabwe","year":2022,"lang":"en","type":"article","venue":"Comprehensive Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Elizabeth Blackwell Institute for Health Research, University of Bristol; Foreign, Commonwealth and Development Office; European Commission; University of Bristol; Government of the United Kingdom; London School of Hygiene and Tropical Medicine; Government of Canada; Wellcome Trust","keywords":"Medicine; Mental health; Referral; Anxiety; Health care; Family medicine; Distress; Pandemic; Thematic analysis; Logistic regression; Psychiatry; Clinical psychology; Qualitative research; Coronavirus disease 2019 (COVID-19); Disease; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005928355,0.0003605025,0.0004636727,0.0002780102,0.002081326,0.00006121153,0.0008892246,0.0001350782,0.001057067],"category_scores_gemma":[0.0000102378,0.0003124066,0.0001720202,0.0009192086,0.0002344797,0.0001177911,0.0004735283,0.001256552,0.00003664199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633697,"about_ca_system_score_gemma":0.0006910838,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106263,"about_ca_topic_score_gemma":0.009069041,"domain_scores_codex":[0.9950644,0.001491211,0.0008426491,0.001007568,0.0005469096,0.001047242],"domain_scores_gemma":[0.9977102,0.0004128428,0.0005138148,0.000785589,0.00004756166,0.0005300323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001038031,0.0004541612,0.9864476,0.0006394995,0.00003150543,0.00002611923,0.004617398,0.0005766737,0.00000611384,0.0006972846,0.002845227,0.002620339],"study_design_scores_gemma":[0.002477821,0.000219189,0.9609278,0.00008390274,0.000007625732,0.000151283,0.02387279,0.00004483392,8.596911e-8,0.000957181,0.01097395,0.0002835302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966397,0.008087218,0.00008531515,0.01893587,0.004655429,0.0011144,0.0002624482,0.0002083771,0.0002539658],"genre_scores_gemma":[0.9445077,0.00009297684,0.0001118189,0.05404203,0.0003483401,0.0004510106,0.0002125277,0.00004155279,0.0001919921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03510616,"threshold_uncertainty_score":0.9999328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1017621428649345,"score_gpt":0.4484853063018558,"score_spread":0.3467231634369213,"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."}}