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[HTML][HTML] Making radiomics more reproducible across scanner and imaging protocol variations: a review of harmonization methods
Radiomics converts medical images into mineable data via a high-throughput extraction of
quantitative features used for clinical decision support. However, these radiomic features are …
quantitative features used for clinical decision support. However, these radiomic features are …
Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis
A Zwanenburg - European journal of nuclear medicine and molecular …, 2019 - Springer
Radiomics in nuclear medicine is rapidly expanding. Reproducibility of radiomics studies in
multicentre settings is an important criterion for clinical translation. We therefore performed a …
multicentre settings is an important criterion for clinical translation. We therefore performed a …
METhodological RadiomICs Score (METRICS): a quality scoring tool for radiomics research endorsed by EuSoMII
Purpose To propose a new quality scoring tool, METhodological RadiomICs Score
(METRICS), to assess and improve research quality of radiomics studies. Methods We …
(METRICS), to assess and improve research quality of radiomics studies. Methods We …
The image biomarker standardization initiative: standardized quantitative radiomics for high-throughput image-based phenoty**
Background Radiomic features may quantify characteristics present in medical imaging.
However, the lack of standardized definitions and validated reference values have …
However, the lack of standardized definitions and validated reference values have …
Enhancing NSCLC recurrence prediction with PET/CT habitat imaging, ctDNA, and integrative radiogenomics-blood insights
While we recognize the prognostic importance of clinicopathological measures and
circulating tumor DNA (ctDNA), the independent contribution of quantitative image markers …
circulating tumor DNA (ctDNA), the independent contribution of quantitative image markers …
Radiomics feature reliability assessed by intraclass correlation coefficient: a systematic review
Radiomics research is rapidly growing in recent years, but more concerns on radiomics
reliability are also raised. This review attempts to update and overview the current status of …
reliability are also raised. This review attempts to update and overview the current status of …
Understanding sources of variation to improve the reproducibility of radiomics
B Zhao - Frontiers in oncology, 2021 - frontiersin.org
Radiomics is the method of choice for investigating the association between cancer imaging
phenotype, cancer genotype and clinical outcome prediction in the era of precision …
phenotype, cancer genotype and clinical outcome prediction in the era of precision …
Structural and functional radiomics for lung cancer
Introduction Lung cancer ranks second in new cancer cases and first in cancer-related
deaths worldwide. Precision medicine is working on altering treatment approaches and …
deaths worldwide. Precision medicine is working on altering treatment approaches and …
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows
Recent advances in computer-aided diagnosis, treatment response and prognosis in
radiomics and deep learning challenge radiology with requirements for world-wide …
radiomics and deep learning challenge radiology with requirements for world-wide …
Nuclear medicine and artificial intelligence: best practices for algorithm development
The nuclear medicine field has seen a rapid expansion of academic and commercial interest
in develo** artificial intelligence (AI) algorithms. Users and developers can avoid some of …
in develo** artificial intelligence (AI) algorithms. Users and developers can avoid some of …