{"id":"W4391131523","doi":"10.1371/journal.pgph.0002630","title":"Prevalence of chronic conditions and multimorbidity among healthcare workers in Zimbabwe: Results from a screening intervention","year":2024,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":7,"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; University of Bristol; European Commission; University of Oxford; Government of Canada; European and Developing Countries Clinical Trials Partnership; Global Challenges Research Fund; Wellcome Trust","keywords":"Medicine; Multimorbidity; Epidemiology; Health care; Chronic condition; Epidemiological transition; Interquartile range; Mental health; Environmental health; Comorbidity; Public health; Gerontology; Population; Psychiatry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006613877,0.0001600421,0.0003194782,0.0001760188,0.00006086687,0.00008062394,0.0001072914,0.00007566019,0.0001417896],"category_scores_gemma":[0.0002999548,0.0001598057,0.00008393543,0.0005786445,0.0001802128,0.0003806301,0.0001130755,0.0002500244,0.000007710278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092733,"about_ca_system_score_gemma":0.001123532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01630068,"about_ca_topic_score_gemma":0.003570729,"domain_scores_codex":[0.9978104,0.000194484,0.0006717209,0.0005088862,0.0003726394,0.0004418827],"domain_scores_gemma":[0.9989867,0.0001043012,0.0001605199,0.0003114298,0.00006857103,0.0003684891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004156418,0.001775018,0.8412805,0.03356126,0.0006433631,0.0002068443,0.001264664,0.00009821609,0.00001759652,0.007502301,0.0156763,0.09755829],"study_design_scores_gemma":[0.002666708,0.0003407593,0.9690607,0.00712711,0.00005815523,0.000003793616,0.001017331,0.018644,0.000002589538,0.0003801321,0.0005832138,0.0001155186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639462,0.009205526,0.0004674858,0.02197904,0.000196284,0.001099572,0.001771723,0.0002092979,0.001124867],"genre_scores_gemma":[0.9979892,0.0006657148,0.0002904757,0.0001925715,0.000113109,0.00004430227,0.0006040511,0.00001301371,0.00008757032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1277802,"threshold_uncertainty_score":0.9902499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09439137434388338,"score_gpt":0.3838812015989438,"score_spread":0.2894898272550604,"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."}}