Evidence map›Paper›PMID 40150011›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Robustness of Machine Learning Predictions for Determining Whether Deep Inspiration Breath-Hold Is Required in Breast Cancer Radiation Therapy.

Wlla E Al-Hammad, Masahiro Kuroda, Ghaida Al Jamal, Mamiko Fujikura, Ryo Kamizaki, Kazuhiro Kuroda, Suzuka Yoshida, Yoshihide Nakamura, Masataka Oita, Yoshinori Tanabe and 6 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

16 authors.

Wlla E Al-HammadDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.
Masahiro KurodaRadiological Technology, Graduate School of Health Sciences, Okayama University, Okayama 700-8558, Japan.ORCID 0000-0002-6532-2575
Ghaida Al JamalDepartment of Oral Medicine and Oral Surgery, Faculty of Dentistry, Jordan University of Science and Technology, Irbid 22110, Jordan.
Mamiko FujikuraDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.
Ryo KamizakiRadiological Technology, Graduate School of Health Sciences, Okayama University, Okayama 700-8558, Japan.
Kazuhiro KurodaRadiological Technology, Graduate School of Health Sciences, Okayama University, Okayama 700-8558, Japan.
Suzuka YoshidaDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.
Yoshihide NakamuraDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.ORCID 0009-0007-4180-5509
Masataka OitaGraduate School of Interdisciplinary Sciences and Engineering in Health Systems, Okayama University, Okayama 770-8558, Japan.
Yoshinori TanabeRadiological Technology, Graduate School of Health Sciences, Okayama University, Okayama 700-8558, Japan.ORCID 0000-0001-7259-3317
Kohei SugimotoRadiological Technology, Graduate School of Health Sciences, Okayama University, Okayama 700-8558, Japan.
Irfan SugiantoDepartment of Oral Radiology, Faculty of Dentistry, Hasanuddin University, Sulawesi 90245, Indonesia.ORCID 0000-0002-8076-3926
Majd BarhamDepartment of Dentistry and Dental Surgery, College of Medicine and Health Sciences, An-Najah National University, Nablus 44839, Palestine.ORCID 0000-0003-3322-5321
Nouha TekikiDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.
Miki HisatomiDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.ORCID 0000-0002-9112-5145
Junichi AsaumiDepartment of Oral and Maxillofacial Radiology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama 700-8558, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

breast cancercomputed tomographycut-off valuedeep inspiration breath-hold techniqueF2 scoreheart doseinstabilitymachine learningradiation therapyrobustness

Identifiers

PMID40150011
PMCPMC11941375

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.