Evidence map›Paper›PMID 42820082›Full record

ArticleJournal of multidisciplinary healthcare2026

Effectiveness of a Chatbot-Based Hypertension Management Program on Selected Outcomes Among Community-Dwelling Older Adults: A Quasi-Experimental Study.

Khanisorn Ransinyo, Samoraphop Banharak, Ladawan Panpanit, Supavadee Thiengtham, Pimchaya Visetsittikul, Chakkarin Sommana, Panita Limpawattana, Nada Lukkahatai, Sutin Chanabun, Janjira Duangornnam

Abstract read
In one paragraph

Article in Journal of multidisciplinary healthcare, 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
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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.

Khanisorn RansinyoDepartment of Gerontological Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, Thailand.
Samoraphop BanharakDepartment of Gerontological Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, Thailand.ORCID 0000-0001-8315-0263
Ladawan PanpanitDepartment of Gerontological Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, Thailand.
Supavadee ThiengthamDepartment of Gerontological Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, Thailand.ORCID 0000-0002-1921-5584
Pimchaya VisetsittikulDepartment of Gerontological Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, Thailand.
Chakkarin SommanaDepartment of Gerontological Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, Thailand.ORCID 0009-0004-5563-3689
Panita LimpawattanaDepartment of Internal Medicine, Srinagarind Hospital, Khon Kaen University, Khon Kaen, Thailand.ORCID 0000-0003-3565-9342
Nada LukkahataiSchool of Nursing, Johns Hopkins University, Baltimore, MD, USA.
Sutin ChanabunDepartment of Public Health, Sirindhorn College of Public Health Khon Kaen, Khon Kaen, Thailand.
Janjira DuangornnamNursing Department, Srinagarind Hospital, Khon Kaen University, Khon Kaen, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aim: Hypertension remains poorly controlled among older adults because self-care support between outpatient visits is rarely sustained. This study evaluated the effectiveness of a chatbot-based hypertension management program on knowledge, health behaviors, medication adherence, blood pressure control, and selected biomarkers among community-dwelling older adults with hypertension. Design: Quasi-experimental study. Methods: A two-group pretest-posttest design was conducted in two healthcare settings: the experimental group was recruited from a tertiary hospital outpatient department and the control group from a primary care health promoting hospital. Sixty-eight participants were recruited using consecutive sampling and assigned to an experimental group (n = 34) or a control group (n = 34). The experimental group received a 12-week chatbot-based program combining education, behavioral monitoring, and lifestyle counseling. The control group received usual care using a hypertension education manual. Outcomes were assessed at baseline and after 12 weeks. Results: The experimental group showed improvements in hypertension-related knowledge, health behaviors, medication adherence, and blood pressure control. The control group showed no improvement in systolic and a rise in diastolic blood pressure. After adjustment for baseline values and for the demographic characteristics that differed at baseline, the experimental group demonstrated better knowledge (p = 0.002), health behaviors (p = 0.018), medication adherence (p< 0.001) and blood pressure control than the control group (adjusted systolic 127.43 compared to 135.80 mmHg, p = 0.009; adjusted diastolic 69.61 compared to 80.36 mmHg, p< 0.001). No significant adjusted between-group differences in biomarkers were observed. Conclusion: A chatbot-supported hypertension management program was associated with better self-management and blood pressure control among community-dwelling older adults, although the non-randomized design and recruitment from different settings mean that the findings are preliminary. Longer follow-up is needed to determine effects on biological indicators. Randomized designs are recommended in future studies to strengthen the generalizability of the findings.

Indexed as

chatbotcommunity-dwellinghypertensionolder adultself-careself-monitoring

Identifiers

PMID42820082
PMCPMC13625988

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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.