Data Architecture to Support Real-Time Data Analytics for the Population-Based HIV Impact Assessments. (1st August 2021)
- Record Type:
- Journal Article
- Title:
- Data Architecture to Support Real-Time Data Analytics for the Population-Based HIV Impact Assessments. (1st August 2021)
- Main Title:
- Data Architecture to Support Real-Time Data Analytics for the Population-Based HIV Impact Assessments
- Authors:
- Metz, Melissa
Smith, Rebecca
Mitchell, Rick
Duong, Yen T.
Brown, Kristin
Kinchen, Steve
Lee, Kiwon
Ogollah, Francis M.
Dzinamarira, Tafadzwa
Maliwa, Vusumuzi
Moore, Carole
Patel, Hetal
Chung, Hannah
Mtengo, Helecks
Saito, Suzue - Abstract:
- Abstract : Background and Setting: Electronic data capture facilitates timely use of data. Population-based HIV impact assessments (PHIAs) were led by host governments, with funding from the President's Emergency Plan for AIDS Relief, technical assistance from the Centers for Disease Control, and implementation support from ICAP at Columbia University. We described data architectures, code-based processes, and resulting data volume and quality for 14 national PHIA surveys with concurrent timelines and varied country-level data governance (2015–2020). Methods: PHIA project data were collected through tablets, point-of-care and laboratory testing instruments, and inventory management systems, using open-source software, vendor solutions, and custom-built software. Data were securely uploaded to the PHIA data warehouse daily or weekly and then used to populate survey-monitoring dashboards and return timely laboratory-based test results on an ongoing basis. Automated data processing allowed timely reporting of survey results. Results: Fourteen data architectures were successfully established, and data from more than 450, 000 participants in 30, 000 files across 13 countries with completed PHIAs, and blood draws producing approximately 6000 aliquots each week per country, were securely collected, transmitted, and processed by 17 full-time equivalent staff. More than 25, 600 viral load results were returned to clinics of participants' choice. Data cleaning was not needed for 98.5%Abstract : Background and Setting: Electronic data capture facilitates timely use of data. Population-based HIV impact assessments (PHIAs) were led by host governments, with funding from the President's Emergency Plan for AIDS Relief, technical assistance from the Centers for Disease Control, and implementation support from ICAP at Columbia University. We described data architectures, code-based processes, and resulting data volume and quality for 14 national PHIA surveys with concurrent timelines and varied country-level data governance (2015–2020). Methods: PHIA project data were collected through tablets, point-of-care and laboratory testing instruments, and inventory management systems, using open-source software, vendor solutions, and custom-built software. Data were securely uploaded to the PHIA data warehouse daily or weekly and then used to populate survey-monitoring dashboards and return timely laboratory-based test results on an ongoing basis. Automated data processing allowed timely reporting of survey results. Results: Fourteen data architectures were successfully established, and data from more than 450, 000 participants in 30, 000 files across 13 countries with completed PHIAs, and blood draws producing approximately 6000 aliquots each week per country, were securely collected, transmitted, and processed by 17 full-time equivalent staff. More than 25, 600 viral load results were returned to clinics of participants' choice. Data cleaning was not needed for 98.5% of household and 99.2% of individual questionnaires. Conclusion: The PHIA data architecture permitted secure, simultaneous collection and transmission of high-quality interview and biomarker data across multiple countries, quick turnaround time of laboratory-based biomarker results, and rapid dissemination of survey outcomes to guide President's Emergency Plan for AIDS Relief epidemic control. Abstract : Supplemental Digital Content is Available in the Text. … (more)
- Is Part Of:
- Journal of acquired immune deficiency syndromes. Volume 87(2021)Supplement
- Journal:
- Journal of acquired immune deficiency syndromes
- Issue:
- Volume 87(2021)Supplement
- Issue Display:
- Volume 87, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 87
- Issue:
- 2021
- Issue Sort Value:
- 2021-0087-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-08-01
- Subjects:
- HIV -- population-based surveys -- electronic data collection -- data management -- data architecture -- PHIA
AIDS (Disease) -- Periodicals
Acquired Immunodeficiency Syndrome -- Periodicals
AIDS (Disease)
Periodicals
616.9792005 - Journal URLs:
- http://journals.lww.com/jaids/pages/default.aspx ↗
http://www.jaids.com ↗
http://journals.lww.com ↗ - DOI:
- 10.1097/QAI.0000000000002703 ↗
- Languages:
- English
- ISSNs:
- 1525-4135
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4644.422000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 19894.xml