Evidence map›Paper›PMID 42223708›Full record

ArticleJournal of medical systems2026

Training for the Digital Clinical Environment: Preliminary Findings in Implementation of Electronic Health Record Platform in Medical Education.

Ashley Tin, Anthony Wong, Kristy Y Lin, Jack Yang, Avery Buehler, Dongfang Emily Chen, Sounak Dey, Nicholas Stefanko, Christopher Nelson, Aditya Vaidyam

Abstract read
In one paragraph

Article in Journal of medical systems, 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

10 authors.

Ashley TinCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0000-0001-8853-0441
Anthony WongCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0009-0001-7058-2857
Kristy Y LinCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0009-0004-7637-8912
Jack YangCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0009-0000-1967-2059
Avery BuehlerCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0000-0003-0003-4983
Dongfang Emily ChenCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0009-0000-6419-8616
Sounak DeyCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0009-0000-8961-9405
Nicholas StefankoCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.ORCID http://orcid.org/0009-0003-0587-8840
Christopher NelsonCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA.
Aditya VaidyamCarle Illinois College of Medicine, 506 S Mathews Ave, Urbana, IL, 61801, USA. aditya.vaidyam@yale.edu.ORCID http://orcid.org/0000-0002-2900-4561

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Electronic health records (EHRs) are central to modern clinical workflows, yet undergraduate medical education often provides limited hands-on experience with authentic documentation systems. This gap may reduce preparedness for clerkships and residency, limit confidence with chart navigation, and hinder development of digital literacy and clinical reasoning skills. To develop a learner-centered, open-source, web-based educational EHR platform and evaluate its usability, educational value, and curricular integration across preclinical and clinical learners. A browser-based EHR was developed to simulate real-world documentation workflows, support case-based and problem-based learning, and provide structured feedback. The platform enables instructors to create cases, assign activities, and track learner engagement. Fifty-four preclinical medical students participated in preliminary usability testing and completed post session surveys evaluating usability, learning support, and perceived realism using 5-point Likert scales. Responses were analyzed descriptively. Students reported high usability (mean 4.1 ± 0.6) and strong satisfaction with organization, navigation, and learning support. Learners emphasized workflow realism and integration of documentation with communication tasks. Early EHR exposure helped bridge classroom learning and clinical practice. Feedback informed iterative improvements to interface clarity and workflow design. This platform provides scalable, structured exposure to clinical documentation. Early findings suggest improved digital fluency, confidence, and clinical reasoning. Integration of EHR based simulation into curricula may reduce the learning curve associated with real-world EHR use.

Indexed as

Education, MedicalEducation, Medical, UndergraduateElectronic Health RecordsCurriculumDigital HealthDocumentationHumansStudents, MedicalUser-Computer InterfaceWorkflowClinical documentationDigital literacyElectronic health recordsMedical educationSimulation trainingUsability

Identifiers

PMID42223708
PMCPMC13226437

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.