July 21, 2026 article Open access Machine Learning for Radiomics in Oncology: Challenges, Limitations, and Future Directions Sensors DOI: 10.3390/s26144619 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 References 6 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI 2022 Nature Medicine article Medicine Artificial Intelligence in Healthcare and Education Open access cited by 1 patent 900 citations Radiomics: from qualitative to quantitative imaging 2020 British Journal of Radiology article Medicine Radiomics and Machine Learning in Medical Imaging Open access 384 citations Large language models and multimodal foundation models for precision oncology 2024 npj Precision Oncology editorial Medicine Artificial Intelligence in Healthcare and Education Open access 79 citations Enhancing diagnostic deep learning via self-supervised pretraining on large-scale, unlabeled non-medical images 2024 European Radiology Experimental article Medicine COVID-19 diagnosis using AI Open access 34 citations Self-supervised learning reveals clinically relevant histomorphological patterns for therapeutic strategies in colon cancer 2025 Nature Communications article Computer Science AI in cancer detection Open access 24 citations Deep learning image enhancement algorithms in PET/CT imaging: a phantom and sarcoma patient radiomic evaluation 2025 European Journal of Nuclear Medicine and Molecular Imaging article Medicine Radiomics and Machine Learning in Medical Imaging Open access 8 citations 6 results