Evidence map›Paper›PMID 36001392›Full record

ArticleJournal of applied clinical medical physics2023

Failure modes and downtime of radiotherapy LINACs and multileaf collimators in Indonesia.

Gregory Sadharanu Peiris, Supriyanto Ardjo Pawiro, Muhammad Firmansyah Kasim, Suzie Lyn Sheehy

Abstract read
In one paragraph

Article in Journal of applied clinical medical physics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. AI-driven troubleshooting for TrueBeam systems: Development and testing of a GPT-4.1 Chatbot.Technical innovations & patient support in radiation oncology · 2026
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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

4 authors.

Gregory Sadharanu PeirisSchool of Physics, University of Melbourne, Melbourne, Victoria, Australia.ORCID https://orcid.org/0000-0002-5504-7995
Supriyanto Ardjo PawiroDepartment of Physics, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, Depok City, Indonesia.
Muhammad Firmansyah KasimDepartment of Physics, University of Oxford, Oxford, England.
Suzie Lyn SheehyDepartment of Physics, University of Oxford, Oxford, England.ORCID https://orcid.org/0000-0002-7653-7205

Funding

Director Health Facilities Indonesian Ministry for HealthRoyal Society UF160117University of Oxford
6 · The paper itself

Abstract

background and purposeThe lack of equitable access to radiotherapy (RA) linear accelerators (LINACs) is a substantial barrier to cancer care in low- and middle-income countries (LMICs). These nations are expected to bear up to 75% of cancer-related deaths globally by 2030. State-of-the-art LINACs in LMICs experience major issues in terms of robustness, with mechanical and electrical breakdowns resulting in downtimes ranging from days to months. While existing research has identified the higher failure frequency and downtimes between LMICs (Nigeria, Botswana) compared to high-income countries (HICs, the UK), there has been a need for additional data and study particularly relating to multileaf collimators (MLCs). MATERIALS AND

methodsThis study presents for the first time the analysis of data gathered through a dedicated survey and workshop including participants from 14 Indonesian hospitals, representing a total of 19 LINACs. We show the pathways to failure of radiotherapy LINACs and frequency of breakdowns with a focus on the MLC subsystem.

resultsThis dataset shows that LINACs throughout Indonesia are out of operation for seven times longer than HICs, and the mean time between failures of a LINAC in Indonesia is 341.58 h or about 14 days. Furthermore, of the LINACs with an MLC fitted,

conclusionThese results highlight the pressing need to improve robustness of RT technology for use in LMICs, highlighting the MLC as a particularly problematic component. This work motivates a reassessment of the current generation of RT LINACs and demonstrates the need for dedicated efforts toward a future where cancer treatment technology is robust for use in all environments where it is needed.

Indexed as

Radiation OncologyRadiotherapy, Intensity-ModulatedHumansIndonesiaNigeriaParticle AcceleratorsRadiotherapy DosageRadiotherapy Planning, Computer-AssisteddowntimefaultsLINACmulti-leaf collimatorradiotherapy

Identifiers

PMID36001392
PMCPMC9859980

What OpenQuestion holds

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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.