Evidence map›Paper›PMID 30412099›Full record

Observational studyMedicine2018

Diabetes management in a Primary Care Network (PCN) of private general practitioners in Singapore: An observational study.

Miyang Luo, Zhongxian Poh, Gerald Koh, Tat Yean Tham, Winifred Lau, Sue Anne Toh, Chin Kwang Chong, Lian Leng Low, Kavita Venkataraman

Open access · goldAbstract readObservational Study
In one paragraph

Observational study in Medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
1.5field-weighted citation impact, top 16% of its field
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

6 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.

  1. Hypertension in Adults With Diabetes in Southeast Asia: A Systematic Review.Journal of clinical hypertension (Greenwich, Conn.) · 2025
    Pooled it
  2. Article
  3. Article
  4. Article
  5. Primary Care Networks and Starfield's 4Cs: A Case for Enhanced Chronic Disease Management.International journal of environmental research and public health · 2021
    Article
  6. Article
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

9 authors at 5 institutions in 3 countries.

Miyang LuoSaw Swee Hock School of Public Health, National University of Singapore.
Zhongxian PohFrontier Healthcare Group.
Gerald KohSaw Swee Hock School of Public Health, National University of Singapore.
Tat Yean ThamFrontier Healthcare Group.
Winifred LauAgency for Integrated Care.
Sue Anne TohNational University Health System.
Chin Kwang ChongFrontier Healthcare Group.
Lian Leng LowSingapore General Hospital, Singapore, Singapore.
Kavita VenkataramanSaw Swee Hock School of Public Health, National University of Singapore.
Frontier Hospital · ZANational University of Singapore · SGAgency for Integrated Care · SGSingapore General Hospital · SGUniversity Health System · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A Primary Care Network (PCN) is a virtual network of general practitioners (GPs), sharing common resources and common clinical governance framework for effective chronic disease management. In this study, we analyzed the frequency of assessment as well as control of HbA1c, blood pressure (BP), and low-density lipoprotein (LDL) over time among adult patients with diabetes managed by a group of private GPs under PCN.Data, including clinical measurements of HbA1c, BP, and LDL from 2012 to 2015, of 943 subjects at 9 GP clinics that piloted PCN in Singapore in 2012 was obtained from the chronic disease register for this analysis.The total number of PCN patients increased from 371 in 2012 to 911 in 2015. The average HbA1c decreased from 7.5% in 2012 to 7.3% in 2015, with a significant yearly improving trend of -0.11% (P < .001). The trends in change for systolic BP and LDL were not statistically significant during the same follow-up period. Regular assessment of HbA1c decreased from 80% in 2012 to 55% in 2015. Such decreases were also found in BP and LDL assessments. We also found that receiving government subsidies under a national scheme was a major determinant for maintaining regular assessment, with patients so covered 3 to 20 times more likely to have regular assessments.The PCN model can help improve care and clinical outcomes in adult patients with diabetes in the private primary care sector. Investing greater financial and human resources to augment service capacity and expanding subsidy coverage may be important to ensure the effectiveness, scalability, and sustainability of such a model of care.

Indexed as

AdultAgedBlood PressureDelivery of Health Care, IntegratedDiabetes MellitusFemaleGlycated HemoglobinHumansLipoproteins, LDLMaleMiddle AgedPrimary Health CareSingaporeGlycated Hemoglobinhemoglobin A1c protein, humanLipoproteins, LDL

Identifiers

PMID30412099
PMCPMC6221669
OpenAlexW2898586623

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.