{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002375284,0.0009866529,0.0005423119,0.001152983,0.001074088,0.0007760678,0.0006366413,0.0006918477,0.001239144],"category_scores_gemma":[0.006388878,0.0007190131,0.00108259,0.001368042,0.000718131,0.0008278614,0.001461893,0.0009540616,0.0001838673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002136737,"about_ca_system_score_gemma":0.001569964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1422317,"about_ca_topic_score_gemma":0.121812,"domain_scores_codex":[0.9980801,0.0009073216,0.0001415034,0.0001729383,0.0002226139,0.0004755546],"domain_scores_gemma":[0.9988033,0.0002799436,0.0004401075,0.0000676154,0.0001954879,0.0002135542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001091739,0.001209756,0.9769045,0.0002304217,0.0003036552,0.0001109487,0.003507037,0.0001510385,0.0006543799,0.00003978675,0.0004078698,0.01538894],"study_design_scores_gemma":[0.0001958538,0.0007976555,0.9971956,0.00005964847,0.0001430598,0.00002347843,0.0009100906,0.0002502721,0.000112133,0.00002064014,0.0002799538,0.00001166531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984421,0.00022454,0.0001061767,0.0001237187,0.000005205681,0.0003747446,0.0004412636,0.000003529405,0.0002787182],"genre_scores_gemma":[0.9982837,0.0002245746,0.0003368895,0.0000794589,0.000005140691,0.0004715283,0.0003657365,0.000001193238,0.0002317681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1422317,"threshold_uncertainty_score":0.2828077,"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."}}