Evidence map›Paper›PMID 41886494›Full record

ArticlePloS one2026

Covert audio recording of the clinical encounter to identify learning needs and exemplary performance in a pediatrics residency program.

Justin Salehi, Alan Schwartz, Saul J Weiner

Abstract read
In one paragraph

Article in PloS one, 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

3 authors.

Justin SalehiRancho Family Medical Group, Temecula, California, United States of America.ORCID https://orcid.org/0009-0005-5945-3842
Alan SchwartzDepartments of Medical Education and Pediatrics, College of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America.ORCID https://orcid.org/0000-0003-3809-6637
Saul J WeinerDepartments of Medicine and Pediatrics, College of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America.ORCID https://orcid.org/0000-0002-5637-5392

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPhysicians-in-training receive feedback based on assessment of their observed clinical skills in both the clinical setting and in simulations. These serve as proxy measures for clinician performance - that is, the application of those skills in routine clinical practice when "no one is watching." In research employing covert audio recording of internal medicine residents to directly assess clinical performance of one competency, contextualizing care, there is a "skills-to-performance gap," defined as the difference between what clinicians do when overtly observed compared to when covertly observed. Feedback collected based on covert observation has been shown to improve physician performance in adult medicine practice. This feasibility study tests whether covert assessment with feedback can be operationalized in a pediatric residency program employing a modified protocol adapted for the pediatric setting.

methodsParents of patients cared for by consented residents were recruited in a waiting room to carry a concealed audio recorder into their child's appointment. Following the encounter, the audio recording was coded using the Content Coding for Contextualization of Care (4C) supplemented by expert opinion to identify additional learning opportunities. Findings were shared with participating residents followed by a second round of data collection.

resultsAmong 50 contextual red flags identified across 38 pre-feedback and 13 post feedback audio recorded visits, residents probed just six of them. Of these, patients revealed four contextual factors. They also revealed four contextual factors without a physician probe. In response to only two of these eight contextual factors, the resident attempt to formulate a contextualized care plan. Feedback opportunities unrelated to contextualization of care were also noted. There was no significant change in resident performance with feedback, although sample size was small.

conclusionsConcealed audio recording is a feasible strategy for assessing clinician performance and providing feedback in a pediatric residency program.

Indexed as

Clinical CompetenceInternship and ResidencyLearningPediatricsTape RecordingFeasibility StudiesFemaleHumansMale

Identifiers

PMID41886494
PMCPMC13020784

What OpenQuestion holds

Textmetadata
LicenceCC0
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.