Systematic review of the radiomics quality score applications: an EuSoMII Radiomics Auditing Group Initiative

G Spadarella, A Stanzione, T Akinci D'Antonoli… - European …, 2023 - Springer
Objective The main aim of the present systematic review was a comprehensive overview of
the Radiomics Quality Score (RQS)–based systematic reviews to highlight common issues …

[HTML][HTML] A review of original articles published in the emerging field of radiomics

J Song, Y Yin, H Wang, Z Chang, Z Liu, L Cui - European journal of …, 2020 - Elsevier
Purpose To determine the characteristics of and trends in research in the emerging field of
radiomics through bibliometric and hotspot analyses of relevant original articles published …

CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII

B Kocak, B Baessler, S Bakas, R Cuocolo… - Insights into …, 2023 - Springer
Even though radiomics can hold great potential for supporting clinical decision-making, its
current use is mostly limited to academic research, without applications in routine clinical …

METhodological RadiomICs Score (METRICS): a quality scoring tool for radiomics research endorsed by EuSoMII

B Kocak, T Akinci D'Antonoli, N Mercaldo… - Insights into …, 2024 - Springer
Purpose To propose a new quality scoring tool, METhodological RadiomICs Score
(METRICS), to assess and improve research quality of radiomics studies. Methods We …

[HTML][HTML] Radiomics-based machine learning model to predict risk of death within 5-years in clear cell renal cell carcinoma patients

M Nazari, I Shiri, H Zaidi - Computers in biology and medicine, 2021 - Elsevier
Purpose The aim of this study was to develop radiomics–based machine learning models
based on extracted radiomic features and clinical information to predict the risk of death …

Prostate MRI radiomics: a systematic review and radiomic quality score assessment

A Stanzione, M Gambardella, R Cuocolo… - European journal of …, 2020 - Elsevier
Background Radiomics have the potential to further increase the value of MRI in prostate
cancer management. However, implementation in clinical practice is still far and concerns …

[PDF][PDF] Radiomics in PET imaging: a practical guide for newcomers

F Orlhac, C Nioche, I Klyuzhin, A Rahmim, I Buvat - PET clinics, 2021 - Elsevier
Radiomic analysis of PET images is a promising approach to extract subtler information and
continuously evolves with advances in artificial intelligence. Using deep-learning methods …

[HTML][HTML] Radiomics and machine learning applications in rectal cancer: current update and future perspectives

A Stanzione, F Verde, V Romeo… - World Journal of …, 2021 - ncbi.nlm.nih.gov
The high incidence of rectal cancer in both sexes makes it one of the most common tumors,
with significant morbidity and mortality rates. To define the best treatment option and …

[HTML][HTML] A systematic review and quality of reporting checklist for repeatability and reproducibility of radiomic features

E Pfaehler, I Zhovannik, L Wei, R Boellaard… - Physics and imaging in …, 2021 - Elsevier
Abstract Background and Purpose Although quantitative image biomarkers (radiomics)
show promising value for cancer diagnosis, prognosis, and treatment assessment, these …

[HTML][HTML] A primer on artificial intelligence in pancreatic imaging

TM Ahmed, S Kawamoto, RH Hruban… - Diagnostic and …, 2023 - Elsevier
Artificial Intelligence (AI) is set to transform medical imaging by leveraging the vast data
contained in medical images. Deep learning and radiomics are the two main AI methods …