Evidence map›Paper›PMID 42549059›Full record

ArticleJournal of clinical and translational science2026

Development and qualitative formative assessment of pictorial paper-based and digital carbohydrate-counting educational resources for diabetes management.

Getrude Mphwanthe, Bridget Mkama, Humphrey Chatenga, Lydia Lowe, Lorraine Weatherspoon

Abstract read
In one paragraph

Article in Journal of clinical and translational science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Getrude MphwantheDepartment of Nutrition, Dietetics, and Food Sciences, Utah State University, College of Agriculture and Applied Sciences, Logan, UT, USA.ORCID https://orcid.org/0000-0002-1608-4662
Bridget MkamaDepartment of Human Nutrition and Health, Lilongwe University of Agriculture and Natural Resources, Lilongwe, Malawi.
Humphrey ChatengaDepartment of Human Nutrition and Health, Lilongwe University of Agriculture and Natural Resources, Lilongwe, Malawi.
Lydia LoweDepartment of Nutrition, Dietetics, and Food Sciences, Utah State University, College of Agriculture and Applied Sciences, Logan, UT, USA.
Lorraine WeatherspoonDepartment of Food Science and Human Nutrition, Michigan State University, East Lansing, MI, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Tailored carbohydrate-counting (CC) resources are helpful for diabetes self-management from an educator and patient perspective. Because these resources are unavailable in Malawi, we developed both pictorial paper-based and mobile app CC resources and explored clinical dietitians' perceptions of these resources after using them in routine clinical practice. Methods: The initial pictorial paper-based CC resource was developed using foods informed by a previous study and input from clinical dietitians.Nutrient composition of foods was determined from the Malawi Food Composition Table and similar sources. We collaborated with clinical dietitians and app developers through a user-centered design/user experience approach, an iterative process to develop the mobile app CC. Five clinical dietitians then integrated both the pictorial paper-based and mobile app CC resources into routine clinical care for patients with diabetes, both inpatient and outpatient, for 10 working days. Subsequently, we conducted in-depth interviews to elicit their perceptions and analyzed the data using thematic analysis. Results: Pictures of portioned foods were displayed alongside standardized utensils, food names in English and Chichewa, net weight, carbohydrate content, and the number of carbohydrate counts. The mobile app featured the following tabs: patient profile, carbohydrate information, food comparison, carbohydrate count, and meal planning. Four themes emerged from the in-depth interviews: ease and feasibility of use; benefits to dietetic practice; challenges with using the pictorial paper-based and mobile app; and perceived areas requiring improvement. Conclusions: The pictorial paper-based and mobile app CC resources were deemed easy to use and feasible for routine diabetes counseling, hence useful in low-resource settings.

Indexed as

Carbohydrate countingdiabetesformative assessmentmobile apppictorial paper-based

Identifiers

PMID42549059
PMCPMC13430486

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.