A novel automated participant-recorded dietary data collection method using low-cost mobile phones and Interactive Voice Response (IVR) with low-literacy women: a validation study in rural Uganda
BackgroundDietary data gaps limit the design of effective food policies and programs in low-and middle-income countries (LMICs).Automated mobile phone-based tools offer an opportunity to fill data gaps using less resources compared with face-to-face methods, especially for high-frequency dietary quality monitoring in resourceconstrained environments. ObjectiveThis study assessed the validity of automated participant-recorded dietary data via Interactive Voice Response (IVR) on basic mobile phones to assess dietary quality amongst rural women in a sub-Saharan African context, against same-day gold standard observed weighed food records (WFR). MethodsAutomated IVR collected list-based recalls of food groups consumed in the last 24 hour using yes/no push-button response from 156 randomly selected women in rural Northern Uganda (wet season).Inter-method agreement was assessed by comparing mean women's dietary diversity scores (WDDS) using Weighted Cohen's kappa, Bland-Altman plots and Wilcoxon signed-rank test.Agreement in percentage achieving minimum DDS for women (MDD-W) and consumption of unhealthy foods and beverages was tested using Cohen's kappa and McNemar's test.
Authors
- Elaine A. Ferguson (ORCID: https://orcid.org/0000-0003-2010-765X)
- Joweria Nambooze (ORCID: https://orcid.org/0000-0002-1723-4933)
- Paula Domínguez-Salas (ORCID: https://orcid.org/0000-0001-8753-4221)
- Lydia O’Meara (ORCID: https://orcid.org/0000-0002-0670-5322)
- Kate Wellard (ORCID: https://orcid.org/0000-0003-4397-5361)
- Patrick Ongora
Institutions
- Cornell University (US)
- Lira Hospital (UG)
- London School of Hygiene & Tropical Medicine (GB)
- Africa Innovations Institute (UG)
- Natural Resources Institute (GB)
- Kyambogo University (UG)
- University of Greenwich (GB)
- International Livestock Research Institute (KE)
Publication Details
- Journal
- Current Developments in Nutrition
- Published
- 2026-03-01
- DOI
- https://doi.org/10.1016/j.cdnut.2026.107678
- Primary Topic
- ICT in Developing Communities
- Type
- article
- Field-Weighted Citation Impact
- 0.00