Evidence map›Paper›PMID 40100791›Full record

ArticlePloS one2025

Utility of a patient similarity-based digital tool for risk communication to patients with type 2 diabetes mellitus: perspectives from primary care physicians in ambulatory care.

Ruiheng Ong, Chirk Jenn Ng, Kalaipriya Gunasekaran, Hang Liu, Wynne Hsu, Mong Li Lee, Ngiap Chuan Tan

Erratum issuedAbstract read
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Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Ruiheng OngSingHealth Polyclinics, SingHealth, Singapore, Singapore.ORCID https://orcid.org/0000-0002-6513-0071
Chirk Jenn NgSingHealth Polyclinics, SingHealth, Singapore, Singapore.
Kalaipriya GunasekaranSingHealth Polyclinics, SingHealth, Singapore, Singapore.
Hang LiuInstitute of Data Science, National University of Singapore, Singapore, Singapore.
Wynne HsuInstitute of Data Science, National University of Singapore, Singapore, Singapore.
Mong Li LeeInstitute of Data Science, National University of Singapore, Singapore, Singapore.
Ngiap Chuan TanSingHealth Polyclinics, SingHealth, Singapore, Singapore.ORCID https://orcid.org/0000-0002-5946-1149

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundInaccurate risk perceptions of diabetes complications are responsible for the inertia among patients to engage in protective health behaviours. One potential approach to changing risk perceptions is to use social comparison of their diabetes to other people of similar clinicodemographic profiles.

objectivesThis study examined the perspectives of primary care physicians (PCPs) in ambulatory care on the utility of a patient similarity-based digital tool for risk communication to patients with type 2 diabetes mellitus (T2DM).

methodsA qualitative study design using direct observation and in-depth interviews was conducted on 11 PCP participants. Participants had at least 6 months of clinical experience in ambulatory primary care. Participants went through three hypothetical case scenarios using the digital tool under direct observation and shared their perspectives on its utility during an in-depth interview. Data were coded and analysed using thematic analysis.

resultsPCPs perceived the digital tool to be useful in educating patients with newly diagnosed or uncontrolled T2DM and to motivate them to achieve better glycated haemoglobin (HBA1c) levels. Patients who do not practise social comparison would refrain from HBA1c comparison and prefer to know the absolute state of their diabetes. PCPs were also concerned about patients' potential for false reassurance or negative reactions instead of correctly understanding the risk message intended for them.

conclusionThe patient similarity-based digital tool requires further work to support PCPs in risk communication to patients with T2DM. Usage should be targeted at patient subgroups with newly diagnosed or uncontrolled T2DM and who practise social comparison. Strategies to maximise benefit include identifying patients who practise social comparison and training PCPs to be adept at framing and communicating risk information in a person-centric manner to mitigate the possibility of false reassurance or negative reactions from their patients.

Indexed as

Ambulatory CareCommunicationDiabetes Mellitus, Type 2Physicians, Primary CareAdultAgedFemaleGlycated HemoglobinHumansMaleMiddle AgedPhysician-Patient RelationsPrimary Health CareQualitative ResearchGlycated Hemoglobin

Identifiers

PMID40100791
PMCPMC11918407

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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.