Evidence map›Paper›PMID 42180654›Full record

ArticleCurrent developments in nutrition2026

Wearable Camera-Based Dietary Assessment of Mother-Father Dyads in Urban and Rural Households in Ghana.

Christabel A Domfe, Megan A McCrory, Tom Baranowski, Edward Sazonov, Tonmoy Ghosh, Viprav Raju, Gary Frost, Matilda Steiner-Asiedu, Mingui Sun, Wenyan Jia and 2 more

Abstract read
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Article in Current developments in nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Christabel A DomfeDepartment of Nutritional Sciences, University of Georgia, Athens, GA, United States.
Megan A McCroryDepartment of Health Sciences, Boston University, Boston, MA, United States.
Tom BaranowskiUSDA/ARS Children's Nutrition Research Center, Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States.
Edward SazonovDepartment of Electrical and Computer Engineering, University of Alabama, Tuscaloosa, AL, United States.
Tonmoy GhoshDepartment of Electrical and Computer Engineering, University of Alabama, Tuscaloosa, AL, United States.
Viprav RajuDepartment of Electrical and Computer Engineering, University of Alabama, Tuscaloosa, AL, United States.
Gary FrostSection for Nutrition Research, Department of Metabolism, Digestion and Reproduction, Imperial College, London, United Kingdom.
Matilda Steiner-AsieduDepartment of Nutrition and Food Science, University of Ghana, Accra, Ghana.
Mingui SunDepartment of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA, United States.
Wenyan JiaDepartment of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA, United States.
Benny LoHamlyn Center, Imperial College, London, United Kingdom.
Alex K AndersonDepartment of Nutritional Sciences, University of Georgia, Athens, GA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: There is a dearth of studies examining the dietary intakes of parents from low- and middle-income countries, which are foundational for understanding the household-level double burden of malnutrition (DBM). Objectives: To assess the energy and nutrient intakes (carbohydrates, protein, fat, vitamin A, folate, zinc, and iron) of mother-father dyads from rural and urban households in Ghana using a wearable camera, an objective measure of dietary intake, not subject to self-reporting errors. Methods: In this cross-sectional study, purposive convenience sampling was used to recruit 60 households with a mother, father, and a child younger than 5 y and/or an adolescent from 1 rural and 1 urban community in Ghana. Both parents wore the Automatic Ingestion Monitor 2 (AIM-2) over 2 weekdays and 1 weekend day. Dietary intake was analyzed using custom AIM Annotation Software. Household characteristics were collected via questionnaire, and body mass index (kg/m Results: No differences in mean energy, macronutrient, or micronutrient intakes were observed between mothers and fathers within either area of residence. Dyad-level analyses showed that in rural households, mothers had higher caloric ( Conclusions: The coexistence of overweight/obesity and low iron intakes among mothers highlights a unique presentation of the DBM at the household level. The AIM-2 shows promise for addressing limitations of traditional dietary assessment methods through passive and objective image capture.

Indexed as

Automatic Ingestion Monitor-2dietary assessmentenergy and nutrient intakesGhanamother–father dyadsurban/rural households

Identifiers

PMID42180654
PMCPMC13194622

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