Evidence map›Paper›PMID 42573881›Full record

ArticleJournal of general internal medicine2026

The Promises and Pitfalls of Real-time Benefit Tools: A Qualitative Study of Primary Care Providers.

Caroline E Sloan, Danelle Levinson, Widline Senatus, Peter A Ubel, J Kelly Davis, Laura Macke, Randall Sweeney, Anna D Sinaiko, Foster R Goss, Heather A King and 1 more

Abstract read
In one paragraph

Article in Journal of general internal medicine, 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
–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

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

11 authors.

Caroline E SloanDepartment of Population Health Sciences, Duke University School of Medicine, Durham, NC, USA. caroline.sloan@duke.edu.ORCID http://orcid.org/0000-0003-1611-3846
Danelle LevinsonDepartment of Medicine, Emory School of Medicine, Atlanta, GA, USA.
Widline SenatusDepartment of Population Health Sciences, Duke University School of Medicine, Durham, NC, USA.
Peter A UbelDuke Fuqua School of Business, Durham, NC, USA.
J Kelly DavisDepartment of Population Health Sciences, Duke University School of Medicine, Durham, NC, USA.
Laura MackeDepartment of Internal Medicine, University of Colorado School of Medicine, Aurora, CO, USA.
Randall SweeneyGillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Anna D SinaikoHarvard T.H. Chan School of Public Health, Boston, MA, USA.
Foster R GossDepartment of Emergency Medicine, University of Colorado School of Medicine, Aurora, CO, USA.
Heather A KingDepartment of Medicine, Duke University School of Medicine, Durham, NC, USA.
Virginia WangDepartment of Medicine, Duke University School of Medicine, Durham, NC, USA.

Funding

Improving medication adherence and disease control for patients with multimorbidity: the role of price transparency toolsK23AG076889 · NIA · DUKE UNIVERSITY · PI Caroline Ellen Sloan · 2023 to 2026
$717k
NIA NIH HHS K23 AG076889NIA NIH HHS K23AG076889
6 · The paper itself

Abstract

backgroundReal-time benefit tools (RTBTs) are federally mandated clinician-facing applications embedded in the electronic health record (EHR) that display the out-of-pocket costs of prescribed medications and lower-cost alternatives, if available. RTBTs may be useful for primary care providers (PCPs), whose patients often take numerous medications; however, RTBTs may also add time to visits that are already complex and compressed.

objectiveTo explore PCP experiences with and attitudes toward RTBTs.

designWe conducted a qualitative descriptive study of PCPs with access to an RTBT at primary care clinics affiliated with two large academic health systems. Semi-structured interviews elicited (1) attitudes toward medication cost transparency, (2) RTBT training, (3) experiences using RTBTs, and (4) perceived effects of RTBT use on decision-making and administrative burden.

participantsPrimary care physicians and advance practice providers with ≥ 1 year of practice. MEASUREMENTS: Thematic analysis of interview transcripts.

resultsWe interviewed 35 PCPs. Most were physicians (25/35) and female (23/35), and had ≥ 10 years' experience (19/35). We identified three themes. First, PCPs received minimal education on RTBTs and were open to more training. Second, PCPs believe RTBTs have the potential to improve patient care by facilitating cost conversations and reducing administrative burden. Third, several pitfalls have hindered use, including incomplete information, inaccurate cost estimates, and clinically inappropriate lower-cost suggestions. LIMITATIONS: Two study sites, both of which use the same EHR.

conclusionWhile PCPs generally saw the RTBT as a promising tool that can facilitate compassionate, cost-conscious care, they identified problems that limited their desire to use it. For utilization to improve, EHR developers and insurers must ensure that RTBT information is actionable, clinically appropriate, and time saving.

Indexed as

access to carecostmedical decision-makingmedicationsreal-time benefit tool

Identifiers

PMID42573881
PMCPMC13689751

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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.