Evidence map›Paper›PMID 41234907›Full record

ArticleFrontiers in medicine2025

Building medical physics continuing education programming tailored to the site-specific needs in low- and middle-income countries: an initial framework.

William Swanson, Nataliya Kovalchuk, Iyobosa Uwadiae, Matt Goss, Serhii Brovchuk, Ruslan Zelinskyi, Victoria Ainsworth, Stephanie Parker, Stephen Avery, Wil Ngwa and 1 more

Abstract read
In one paragraph

Article in Frontiers in medicine, 2025. 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.

William SwansonEmory University, Atlanta, GA, United States.
Nataliya KovalchukStanford University, Stanford, CA, United States.
Iyobosa UwadiaeUniversity College Hospital, Ibadan, Nigeria.
Matt GossAllegheny Health Network, Pittsburgh, PA, United States.
Serhii BrovchukLISOD Israeli Oncology Hospital, Pliuty, Ukraine.
Ruslan ZelinskyiNational Cancer Institute, Kyiv, Ukraine.
Victoria AinsworthUniversity of Massachusetts Lowell, Lowell, MA, United States.
Stephanie ParkerAtrium Health Wake Forest Baptist High Point Medical Center, High Point, NC, United States.
Stephen AveryUniversity of Pennsylvania, Philadelphia, PA, United States.
Wil NgwaJohns Hopkins University, Baltimore, MD, United States.
Kelly KislingUniversity of California, San Diego, San Diego, CA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Low- and middle-income countries (LMICs) are significantly underserved in cancer management resources, contributing the majority of annual cancer incidence and mortality globally. Many patients in LMICs have limited accessibility to radiotherapy, which serves as a standard cancer treatment for many patients, due to lacking infrastructure to support the patient population and trained professionals to deliver treatment. Recent efforts have been made to supplement foundational medical physics knowledge in LMICs by providing continuing education opportunities to establish strong educational leaders at the local level. While high-income countries have ample resources to support well-established education and training standards, it is important to adapt the curricula in a resource-responsible manner. This education and training should be relevant and appropriate to the clinical setting in LMICs. This article collates the experience of members of the American Association of Physicists in Medicine and international collaborators to develop and administer optimized medical physics education with limited resources. The framework presented here is intended to be used as a preliminary guide to developing education and training programs specific to the needs of medical physicists in LMICs.

Indexed as

cancerclinical trainingLMICs (low and middle income countries)medical physics educationradiation oncology

Identifiers

PMID41234907
PMCPMC12605069

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.