Evidence map›Paper›PMID 39944719›Full record

ArticleObesity science & practice2025

Centering Weight Management Clinical Decision Support in Primary Care on Patients With Obesity and Practitioners: A Proof-Of-Concept Study.

Kimberly A Gudzune, Jessica L Schwartz, Kelly Olsson, Erik Almazan, Thomas Grader Beck, Jyotsna Ghosh, Wendy L Bennett, Jeanne M Clark

Abstract read
In one paragraph

Article in Obesity science & practice, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. 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. Review
  2. Review
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

8 authors.

Kimberly A GudzuneDivision of General Internal Medicine Johns Hopkins University School of Medicine Baltimore Maryland USA.ORCID https://orcid.org/0000-0002-7782-1769
Jessica L SchwartzDivision of Hospital Medicine Johns Hopkins University School of Medicine Baltimore Maryland USA.
Kelly OlssonClinical Data Science and Evidence Novo Nordisk Inc. Plainsboro New Jersey USA.
Erik AlmazanDepartment of Medicine Brigham and Women's Hospital Boston Massachusetts USA.
Thomas Grader BeckDivision of Rheumatology Johns Hopkins University School of Medicine Baltimore Maryland USA.
Jyotsna GhoshDivision of General Internal Medicine Johns Hopkins University School of Medicine Baltimore Maryland USA.
Wendy L BennettDivision of General Internal Medicine Johns Hopkins University School of Medicine Baltimore Maryland USA.
Jeanne M ClarkDivision of General Internal Medicine Johns Hopkins University School of Medicine Baltimore Maryland USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Clinical decision support systems (CDSS) are electronic health record tools that support practitioners' decision-making at the point-of-care. CDSS may aid clinical care but are not often centered on patients or practitioners. Aims: To develop and preliminarily test a CDSS designed to support evidence-based obesity treatment, promote a patient-centered experience, and integrate with clinical workflows. Materials & Methods: The CDSS allowed patients to complete a pre-visit questionnaire via the patient portal, which activated multiple elements for the primary care practitioner (PCP). A 3-month proof-of-concept study was conducted among 10 PCPs at 5 clinics to determine usefulness, usability, and acceptability through validated surveys (mean score ≥ 2.5 signified positive outcome; max 5). Using t-tests, pre-post differences in PCPs' frequency of self-reported clinical practices (1-never; 5-always) were examined. Results: Most PCPs were physicians with mean experience of 10.8 years (SD 7.5). Overall, mean scores for usefulness, usability, and acceptability were 3.2 (SD 0.8), 3.5 (SD 0.9), and 3.6 (SD 0.9), respectively. PCPs reported significant increases in three key clinical practices-counseling on behavioral interventions (3.1 vs. 3.9 [ Conclusion: This weight management CDSS was useful and usable for PCPs and improved obesity-related practice habits. Future studies need to evaluate its impact on patient outcomes.

Indexed as

clinical decision support systemsobesityprimary health care

Identifiers

PMID39944719
PMCPMC11815222

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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.