Evidence map›Paper›PMID 41463579›Full record

ArticleBioengineering (Basel, Switzerland)2025

Cross-Software Radiomic Feature Robustness Assessed by Hierarchical Clustering and Composite Index Analysis: A Multi-Cancer Study on Colorectal and Liver Lesions.

Roberta Fusco, Giulia Festa, Mario Sansone, Sergio Venanzio Setola, Antonio Avallone, Francesco Izzo, Antonella Petrillo, Vincenza Granata

Abstract read
In one paragraph

Article in Bioengineering (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

8 authors.

Roberta FuscoDivision of Radiology, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy.ORCID 0000-0002-0469-9969
Giulia FestaBiomedical Engineering Faculty, Università degli Studi di Napoli Federico II, 80125 Naples, Italy.
Mario SansoneBiomedical Engineering Faculty, Università degli Studi di Napoli Federico II, 80125 Naples, Italy.
Sergio Venanzio SetolaDivision of Radiology, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy.
Antonio AvalloneClinical Sperimental Abdominal Oncology Unit, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy.ORCID 0000-0001-6188-5664
Francesco IzzoDivision of Epatobiliary Surgical Oncology, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy.ORCID 0000-0003-3093-5408
Antonella PetrilloDivision of Radiology, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy.ORCID 0000-0003-2465-5370
Vincenza GranataDivision of Radiology, Istituto Nazionale Tumori IRCCS Fondazione Pascale-IRCCS di Napoli, 80131 Naples, Italy.ORCID 0000-0002-6601-3221

Funding

European Union this work was funded by the European Union -Next Generation EU -NRRP M6C2 -Investment 2.1 Enhancement and strengthening of biomedical research in the NHS - "PREcision therapeutic STrategies for the treatment of colorectal and hepatOcellular cancer- PRESTO
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

colorectal cancerfeature robustnesshepatocellular carcinomahierarchical clusteringliver metastasesradiomics

Identifiers

PMID41463579
PMCPMC12730073

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.