{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","description":"This cluster of papers focuses on the application of radiomics, a quantitative analysis of medical images, particularly in the context of cancer imaging and precision medicine. It explores the extraction of advanced features from medical images, the use of machine learning for predictive modeling, and the assessment of tumor heterogeneity through texture analysis.","keywords":[{"id":"https://openalex.org/keywords/radiomics","display_name":"radiomics","score":0.7447},{"id":"https://openalex.org/keywords/preoperative-prediction","display_name":"preoperative prediction","score":0.2908},{"id":"https://openalex.org/keywords/radiomic-features","display_name":"radiomic features","score":0.7191},{"id":"https://openalex.org/keywords/radiogenomics","display_name":"radiogenomics","score":0.5849},{"id":"https://openalex.org/keywords/lasso-feature-selection","display_name":"LASSO feature selection","score":0.3409},{"id":"https://openalex.org/keywords/radiomic-signature","display_name":"radiomics signature","score":0.9267},{"id":"https://openalex.org/keywords/ct-radiomics","display_name":"CT radiomics","score":0.924},{"id":"https://openalex.org/keywords/mri-based-radiomics","display_name":"MRI radiomics","score":0.9005},{"id":"https://openalex.org/keywords/radiomics-nomogram","display_name":"radiomics nomogram","score":0.954},{"id":"https://openalex.org/keywords/ct-texture-analysis","display_name":"CT texture analysis","score":0.8118},{"id":"https://openalex.org/keywords/contrast-enhanced-t1-weighted-mri","display_name":"contrast-enhanced T1-weighted imaging","score":0.2973},{"id":"https://openalex.org/keywords/radiomics-feature-selection","display_name":"radiomic feature selection","score":0.9689},{"id":"https://openalex.org/keywords/non-invasive-prediction","display_name":"non-invasive prediction","score":0.2425},{"id":"https://openalex.org/keywords/gray-level-run-length-matrix","display_name":"gray level run length matrix","score":0.4551},{"id":"https://openalex.org/keywords/pyradiomics","display_name":"PyRadiomics","score":0.8905},{"id":"https://openalex.org/keywords/radiomics-score","display_name":"radiomics score","score":0.9052},{"id":"https://openalex.org/keywords/quantitative-imaging-features","display_name":"quantitative imaging features","score":0.6919},{"id":"https://openalex.org/keywords/deep-learning-radiomics","display_name":"deep learning radiomics","score":0.9293},{"id":"https://openalex.org/keywords/delta-radiomics","display_name":"delta radiomics","score":0.9508},{"id":"https://openalex.org/keywords/ultrasound-radiomics","display_name":"ultrasound radiomics","score":0.921},{"id":"https://openalex.org/keywords/radiomic-feature-extraction","display_name":"radiomic feature extraction","score":0.9259},{"id":"https://openalex.org/keywords/peritumoral-region","display_name":"peritumoral region","score":0.6091},{"id":"https://openalex.org/keywords/rad-score","display_name":"Rad-score","score":0.8721},{"id":"https://openalex.org/keywords/mri-texture-analysis","display_name":"MRI texture analysis","score":0.6837},{"id":"https://openalex.org/keywords/radiomics-model","display_name":"radiomics model","score":0.8732}],"legacy_keywords":"Radiomics; Medical Imaging; Quantitative Analysis; Feature Extraction; Tumor Heterogeneity; Machine Learning; Cancer Imaging; Predictive Modeling; Texture Analysis; Precision Medicine","ids":{"openalex":"https://openalex.org/T12422","wikipedia":"https://en.wikipedia.org/wiki/Radiomics"},"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"},"siblings":[{"id":"https://openalex.org/T10372","display_name":"Cardiac Imaging and Diagnostics"},{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications"},{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications"},{"id":"https://openalex.org/T10563","display_name":"Corneal surgery and disorders"},{"id":"https://openalex.org/T10642","display_name":"Plasma Applications and Diagnostics"},{"id":"https://openalex.org/T10727","display_name":"Ultrasound Imaging and Elastography"},{"id":"https://openalex.org/T10844","display_name":"Radiation Dose and Imaging"},{"id":"https://openalex.org/T10954","display_name":"Peripheral Nerve Disorders"},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques"},{"id":"https://openalex.org/T11016","display_name":"Monoclonal and Polyclonal Antibodies Research"},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications"},{"id":"https://openalex.org/T11359","display_name":"Effects of Radiation Exposure"},{"id":"https://openalex.org/T11377","display_name":"Retinal and Macular Surgery"},{"id":"https://openalex.org/T11395","display_name":"Radiopharmaceutical Chemistry and Applications"},{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis"},{"id":"https://openalex.org/T11566","display_name":"Laser Applications in Dentistry and Medicine"},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI"},{"id":"https://openalex.org/T11828","display_name":"Corneal Surgery and Treatments"},{"id":"https://openalex.org/T11885","display_name":"MRI in cancer diagnosis"},{"id":"https://openalex.org/T11894","display_name":"Radiology practices and education"},{"id":"https://openalex.org/T11910","display_name":"Foreign Body Medical Cases"},{"id":"https://openalex.org/T12055","display_name":"Boron Compounds in Chemistry"},{"id":"https://openalex.org/T12272","display_name":"Cardiovascular Conditions and Treatments"},{"id":"https://openalex.org/T12296","display_name":"Autopsy Techniques and Outcomes"},{"id":"https://openalex.org/T12484","display_name":"Retinopathy of Prematurity Studies"},{"id":"https://openalex.org/T12962","display_name":"Nephrotoxicity and Medicinal Plants"},{"id":"https://openalex.org/T12994","display_name":"Infrared Thermography in Medicine"},{"id":"https://openalex.org/T13123","display_name":"Advances in Oncology and Radiotherapy"},{"id":"https://openalex.org/T14275","display_name":"Historical Medical Research and Treatments"}],"works_count":44948,"cited_by_count":589413,"works_api_url":"https://api.openalex.org/works?filter=topics.id:T12422","updated_date":"2026-10-19T03:01:26","created_date":"2024-01-23T15:27:14"}