Evidence map›Paper›PMID 41860318›Full record

ArticleJournal of applied clinical medical physics2026

Commissioning and validation of the Elekta One GPUMCD algorithm for an Elekta VersaHD linear accelerator.

Samuel D Rusu, Blake R Smith, Grace H Hutchinson, Jun Hsuang Jen, Daniel E Hyer

Abstract readValidation Study
In one paragraph

Article in Journal of applied clinical medical physics, 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

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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

5 authors.

Samuel D RusuDepartment of Radiation Oncology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.ORCID https://orcid.org/0009-0001-9140-9180
Blake R SmithDepartment of Radiation Oncology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.ORCID https://orcid.org/0009-0000-0117-2590
Grace H HutchinsonDepartment of Radiation Oncology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.
Jun Hsuang JenDepartment of Radiation Oncology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.
Daniel E HyerDepartment of Radiation Oncology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.ORCID https://orcid.org/0000-0002-7638-9599

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeThe purpose of this work was to commission and validate GPUMCD, a GPU-accelerated Monte Carlo dose calculation engine for c-arm Elekta linear accelerators (linac). This algorithm was recently released for clinical implementation in the Elekta One Treatment Planning System (v6.2.3, EOP).

methodsA GPUMCD beam model was generated for all photon energies of a VersaHD linac (6X, 6FFF, 10X, 10FFF, 18X). A validated version of the Monaco Commissioning Utility was used to compare calculated percent depth dose (PDD) profiles as well as lateral profiles for open fields against measurements. An adapted MPPG 5.b methodology was used to verify point-doses and 3D dose distributions in homogeneous and heterogeneous media using the ArcCheck, solid water, the CIRS ZEUS phantom, and the IROC HN and spine phantoms.

resultsThe average agreement between measured and calculated PDDs and beam profiles using a local 2% dose difference (DD) in the high dose region for fields greater than 5 × 5 cm

conclusionThe GPUMCD algorithm in EOP was successfully tested and commissioned for clinical use for the VersaHD linac.

Indexed as

AlgorithmsMonte Carlo MethodParticle AcceleratorsPhantoms, ImagingRadiotherapy Planning, Computer-AssistedHumansPhotonsRadiotherapy DosageRadiotherapy, Intensity-ModulatedDose validationGPUMCDMonte Carlo

Identifiers

PMID41860318
PMCPMC13093325

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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.