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Multi-centre radiomics for prediction of recurrence following radical radiotherapy for head and neck cancers: Consequences of feature selection, machine learning classifiers and batch-effect harmonization.

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Title: Multi-centre radiomics for prediction of recurrence following radical radiotherapy for head and neck cancers: Consequences of feature selection, machine learning classifiers and batch-effect harmonization.
Authors: Varghese AJ; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Gouthamchand V; Department of Radiation Oncology (Maastro), GROW School for Oncology and Reproduction, Maastricht University Medical Centre+, Maastricht, The Netherlands., Sasidharan BK; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Wee L; Department of Radiation Oncology (Maastro), GROW School for Oncology and Reproduction, Maastricht University Medical Centre+, Maastricht, The Netherlands., Sidhique SK; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Rao JP; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Dekker A; Department of Radiation Oncology (Maastro), GROW School for Oncology and Reproduction, Maastricht University Medical Centre+, Maastricht, The Netherlands., Hoebers F; Department of Radiation Oncology (Maastro), GROW School for Oncology and Reproduction, Maastricht University Medical Centre+, Maastricht, The Netherlands., Devakumar D; Department of Nuclear Medicine, Christian Medical College, Vellore, Tamil Nadu, India., Irodi A; Department of Radiology, Christian Medical College, Vellore, Tamil Nadu, India., Balasingh TP; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Godson HF; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Joel T; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Mathew M; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Gunasingam Isiah R; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Pavamani SP; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India., Thomas HMT; Department of Radiation Oncology, Christian Medical College, Vellore, Tamil Nadu, India.
Source: Physics and imaging in radiation oncology [Phys Imaging Radiat Oncol] 2023 May 16; Vol. 26, pp. 100450. Date of Electronic Publication: 2023 May 16 (Print Publication: 2023).
Publication Type: Journal Article
Journal Info: Publisher: Elsevier B.V Country of Publication: Netherlands NLM ID: 101704276 Publication Model: eCollection Cited Medium: Internet ISSN: 2405-6316 (Electronic) Linking ISSN: 24056316 NLM ISO Abbreviation: Phys Imaging Radiat Oncol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2405-6316
DOI:10.1016/j.phro.2023.100450