Evidence map›Paper›PMID 42279323›Full record

ArticleCancers2026

Machine Learning-Based Support for Monitor Unit and Lung Shielding Estimation in Conventional Total Body Irradiation.

Christian Fiandra, Francesca Romana Giglioli, Elena Gallio, Veronica Richetto, Paola Trevisiol, Matteo Carvutto, Erica Maria Cuffini, Chiara Cavallin, Umberto Ricardi, Mario Levis

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 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

10 authors.

Christian FiandraDepartment of Oncology, University of Turin, 10126 Turin, Italy.ORCID 0000-0003-3437-672X
Francesca Romana GiglioliMedical Physics Unit, A.O.U. Città della Salute e della Scienza di Torino, 10126 Turin, Italy.
Elena GallioMedical Physics Unit, A.O.U. Città della Salute e della Scienza di Torino, 10126 Turin, Italy.
Veronica RichettoMedical Physics Unit, A.O.U. Città della Salute e della Scienza di Torino, 10126 Turin, Italy.ORCID 0009-0008-0212-6914
Paola TrevisiolDepartment of Oncology, University of Turin, 10126 Turin, Italy.
Matteo CarvuttoDepartment of Oncology, University of Turin, 10126 Turin, Italy.
Erica Maria CuffiniRadiation Oncology Unit, Department of Oncology, A.O.U. Città della Salute e della Scienza di Torino, 10126 Turin, Italy.
Chiara CavallinRadiation Oncology Unit, Department of Oncology, A.O.U. Città della Salute e della Scienza di Torino, 10126 Turin, Italy.
Umberto RicardiDepartment of Oncology, University of Turin, 10126 Turin, Italy.
Mario LevisDepartment of Oncology, University of Turin, 10126 Turin, Italy.ORCID 0000-0002-7668-3296

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencedecision support systemsradiotherapy planningtotal body irradiation

Identifiers

PMID42279323
PMCPMC13255937

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.