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Browsing by Author "Cesar, Carina"
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Item Lessons learned from over a decade of data audits in international observational HIV cohorts in Latin America and East Africa(Cambridge University Press, 2023-11-03) Lotspeich, Sarah C.; Shepherd, Bryan E.; Kariuk, Marion Achieng; Wools-Kaloustian, Kara; McGowan, Catherine C.; Musick, Beverly; Semeere, Aggrey; Crabtree Ramírez, Brenda E.; Mkwashapi, Denna M.; Cesar, Carina; Ssemakadde, Matthew; Machado, Daisy Maria; Ngeresa, Antony; Ferreira, Flávia Faleiro; Lwali, Jerome; Marcelin, Adias; Wagner Cardoso, Sandra; Luque, Marco Tulio; Otero, Larissa; Cortés, Claudia P.; Duda, Stephany N.; Medicine, School of MedicineIntroduction: Routine patient care data are increasingly used for biomedical research, but such "secondary use" data have known limitations, including their quality. When leveraging routine care data for observational research, developing audit protocols that can maximize informational return and minimize costs is paramount. Methods: For more than a decade, the Latin America and East Africa regions of the International epidemiology Databases to Evaluate AIDS (IeDEA) consortium have been auditing the observational data drawn from participating human immunodeficiency virus clinics. Since our earliest audits, where external auditors used paper forms to record audit findings from paper medical records, we have streamlined our protocols to obtain more efficient and informative audits that keep up with advancing technology while reducing travel obligations and associated costs. Results: We present five key lessons learned from conducting data audits of secondary-use data from resource-limited settings for more than 10 years and share eight recommendations for other consortia looking to implement data quality initiatives. Conclusion: After completing multiple audit cycles in both the Latin America and East Africa regions of the IeDEA consortium, we have established a rich reference for data quality in our cohorts, as well as large, audited analytical datasets that can be used to answer important clinical questions with confidence. By sharing our audit processes and how they have been adapted over time, we hope that others can develop protocols informed by our lessons learned from more than a decade of experience in these large, diverse cohorts.Item Site-Level Comprehensiveness of Care Is Associated with Individual Clinical Retention Among Adults Living with HIV in International Epidemiology Databases to Evaluate AIDS, a Global HIV Cohort Collaboration, 2000-2016(Mary Ann Liebert, 2022) Wada, Paul Y.; Kim, Ahra; Jayathilake, Karu; Duda, Stephany N.; Abo, Yao; Althoff, Keri N.; Cornell, Morna; Musick, Beverly; Brown, Steve; Sohn, Annette H.; Chan, Yu Jiun; Wools-Kaloustian, Kara K.; Nash, Denis; Yiannoutsos, Constantin T.; Cesar, Carina; McGowan, Catherine C.; Rebeiro, Peter F.; Biostatistics and Health Data Science, School of MedicineRetention in care (RIC) reduces HIV transmission and associated morbidity and mortality. We examined whether delivery of comprehensive services influenced individual RIC within the International epidemiology Databases to Evaluate AIDS (IeDEA) network. We collected site data through IeDEA assessments 1.0 (2000–2009) and 2.0 (2010–2016). Each site received a comprehensiveness score for service availability (1 = present, 0 = absent), with tallies ranging from 0 to 7. We obtained individual-level cohort data for adults with at least one visit from 2000 to 2016 at sites responding to either assessment. Person-time was recorded annually, with RIC defined as completing two visits at least 90 days apart in each calendar year. Multivariable modified Poisson regression clustered by site yielded risk ratios and predicted probabilities for individual RIC by comprehensiveness. Among 347,060 individuals in care at 122 sites with 1,619,558 person-years of follow-up, 69.8% of person-time was retained in care, varying by region from 53.8% (Asia-Pacific) to 82.7% (East Africa); RIC improved by about 2% per year from 2000 to 2016 (p = 0.012). Every site provided CD4+ count testing, and >90% of individuals received care at sites that provided combination antiretroviral therapy adherence measures, prevention of mother-to-child transmission, tuberculosis screening, HIV-related prevention, and community tracing services. In adjusted models, individuals at sites with more comprehensive services had higher probabilities of RIC (0.71, 0.74, and 0.83 for scores 5, 6, and 7, respectively; p = 0.019). Within IeDEA, greater site-level comprehensiveness of services was associated with improved individual RIC. Much work remains in exploring this relationship, which may inform HIV clinical practice and health systems planning.