Evidence map›Paper›PMID 41366384›Full record

ArticleBMC health services research2025

Willingness to pay for digital care for NCD in Ghana: an exploratory study of three health facilities in Ghana.

Edward Nketiah-Amponsah, Gloria Afful-Mensah, Robert Kaba Alhassan, Solomon Ahimah-Agyarkwah, Gifty Sunkwa-Mills, Alex Yao Israel Attachey, Maxwell Akwasi Antwi, Emmanuel Amoah, Judith van Andel, Tobias F Rinke de Wit

Abstract read
In one paragraph

Article in BMC health services research, 2025. 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

10 authors.

Edward Nketiah-AmponsahDepartment of Economics, University of Ghana, Legon, Accra, Ghana. enamponsah@ug.edu.gh.ORCID http://orcid.org/0000-0002-9754-1983
Gloria Afful-MensahDepartment of Economics, University of Ghana, Legon, Accra, Ghana.
Robert Kaba AlhassanSchool of Health Sciences, University of Dundee, Scotland, UK.
Solomon Ahimah-AgyarkwahDepartment of Economics, University of Ghana, Legon, Accra, Ghana.
Gifty Sunkwa-MillsPharmAccess Foundation, Accra, Ghana.
Alex Yao Israel AttacheyPharmAccess Foundation, Accra, Ghana.
Maxwell Akwasi AntwiPharmAccess Foundation, Accra, Ghana.
Emmanuel AmoahPaediatrics Unit, University of Ghana Medical Centre, Accra, Ghana.
Judith van AndelPharmAccess Foundation, Amsterdam, Netherlands.
Tobias F Rinke de WitPharmAccess Foundation, Amsterdam, Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHypertension and diabetes are leading causes of morbidity and mortality in Ghana. The use of digital healthcare applications improves access to NCD care by empowering patients to self-manage with remote support where possible and face-to-face support where needed in a hospital or clinic setting. Events from the COVID-19 pandemic have shown that digitisation can effectively be implemented in many productive sectors including healthcare. This study investigates the willingness to pay for a digital NCD care model piloted in three healthcare facilities in the Greater Accra region of Ghana.

methodsThis is a case-control study conducted in three health facilities in the Greater Accra region of Ghana namely the University of Ghana Medical Centre (UGMC), Greater Accra Regional Hospital (GARH) and 37 Military Hospital, where a digital remote system (DRS) for the care of non-communicable diseases is being piloted. Five hundred and eighty (580) Hypertension (HPT) and Diabetes (DM) patients were recruited into the study and further divided into case (users) and control (non-users) groups. Contingent Valuation technique was applied to elicit patients' willingness to pay for the DRS App as well as the factors that influence willingness to pay. Data was analysed using Stata version 17.

resultsOut of the 580 patients enrolled in the study, 279 (48%) and 301 (52%) constituted the case and control groups respectively; 207 (36%) of the respondents were from GARH, 235 (41%) from UGMC and 138 (24%) from the 37 Military Hospital. Also, 272 (47%) were hypertensive only, 39 (16%) were diabetic only and 215 (37%) were both hypertensive and diabetic. Approximately 89% of all sampled patients were willing to pay for the use of the DRS for NCD care with mean WTP of GHS 43.95, but this was higher in the case group (93%) with mean WTP of GH¢46.80. Additionally, WTP was higher among males; 41-50 years age group; highly educated participants (i.e., at least a bachelor's degree); those above the upper poverty line; married, and currently employed. Moreover, being in the control group was associated with a lower WTP, an indication that current users of the App have a higher WTP compared with non-users.

conclusionThe study reveals a very high WTP for digital innovation in the treatment and management of hypertension and diabetes in Ghana. Given that Ghana's health system is underfunded, implementation of such digital innovations in delivering healthcare has the potential to enhance efficiency and improve healthcare outcomes. The study's overwhelming evidence of patients' WTP for digital innovations signals an opportunity for formulating public health policy regarding the scalability of the DRS platform.

Indexed as

Diabetes MellitusHypertensionNoncommunicable DiseasesTelemedicineAdultAgedCase-Control StudiesCOVID-19FemaleGhanaHumansMaleMiddle AgedSARS-CoV-2DiabetesDigital innovationDigital remote systemGhanaHypertensionWillingness-to-pay

Identifiers

PMID41366384
PMCPMC12690887

What Socratic 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 Socratic graph.