Evidence map›Paper›PMID 36161117›Full record

ArticlePreventive medicine reports2022

Development of a novel clinical decision support tool for diabetes prevention and feasibility of its implementation in primary care.

Matthew J O'Brien, Maria C Vargas, Azucena Lopez, Yury Feliciano, Dyanna L Gregory, Paula Carcamo, Loretta Mohr, Nivedita Mohanty, Roxane Padilla, Ronald T Ackermann and 2 more

Abstract read
In one paragraph

Article in Preventive medicine reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. 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

12 authors.

Matthew J O'BrienDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Maria C VargasDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Azucena LopezDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Yury FelicianoDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Dyanna L GregoryDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Paula CarcamoErie Family Health Centers. 1701 W. Superior Street, Chicago, IL 60622, United States.
Loretta MohrErie Family Health Centers. 1701 W. Superior Street, Chicago, IL 60622, United States.
Nivedita MohantyErie Family Health Centers. 1701 W. Superior Street, Chicago, IL 60622, United States.
Roxane PadillaAllianceChicago. 225 W. Illinois Street, 5 Floor, Chicago, IL 60654, United States.
Ronald T AckermannDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Stephen D PersellDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.
Joseph FeinglassDivision of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine. 750 N. Lakeshore Drive, 10 Floor, Chicago, IL 60611, United States.

Funding

Research Design, Data, and Analytics CoreP30DK092949 · NIDDK · UNIVERSITY OF CHICAGO · PI Ronald T. Ackermann, MARSHALL H CHIN · 2011 to 2026
$10.0M
AHRQ HHS R18 HS026172NIDDK NIH HHS P30 DK092949
6 · The paper itself

Abstract

Prediabetes impacts 88 million U.S. adults, yet uptake of evidence-based treatment with intensive lifestyle interventions and metformin remains exceedingly low. After incorporating feedback from 15 primary care providers collected during semi-structured interviews, we developed a novel Prediabetes Clinical Decision Support (PreDM CDS) from August 2019 to February 2020. This tool included order options enabling prediabetes management in a single location within the electronic health record. We conducted a retrospective observational study examining the feasibility of implementing this tool at Erie Family Health Centers, a large community health center, examining its use and related outcomes among patients for whom it was used vs not. Overall, 7,424 eligible patients were seen during the implementation period (February 2020 to August 2021), and the PreDM CDS was used for 108 (1.5 %). Using the PreDM CDS was associated with higher rates of hemoglobin A1c orders (70.4 % vs 22.2 %; p < 0.001), lifestyle counseling (38.0 % vs 7.8 %; p < 0.001), and metformin prescription orders (5.6 % vs 2.6 %; p = 0.06). Exploratory analyses revealed small, nonsignificant weight loss among patients for whom the PreDM CDS was used. This study demonstrates the feasibility of developing and implementing the PreDM CDS in primary care. Its low use was likely related to not imposing an interruptive 'pop-up' alert, as well as major changes in workflows and clinical priorities during the Covid-19 pandemic. Use of the tool was associated with improved process outcomes. Future efforts with the PreDM CDS should follow standard CDS implementation processes that were not possible due to the Covid-19 pandemic.

Indexed as

Clinical decision supportDiabetes preventionElectronic health recordsPrediabetesPrimary care

Identifiers

PMID36161117
PMCPMC9501986

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.