Latest Research in Radiomics and Machine Learning in Medical Imaging

96 research papers · 2026 median publication year

Top Research Topics in Radiomics and Machine Learning in Medical Imaging

Highest-Cited Papers

  1. Congenital dyspneic cervical teratoma in Algeria: a case report
  2. Diffuse uterine leiomyomatosis with a mesenteric smooth muscle lesion and a reported family history of uterine leiomyomas: a case report and literature review
  3. Closing the Gap: Improving Access to Parathyroidectomy for Secondary and Tertiary Hyperparathyroidism
  4. Analysis of Prospective Endocrine Surgery Trials in 2025 From the ClinicalTrials.gov National Registry
  5. Squamous cell carcinoma arising from ovarian mature cystic teratoma with concurrent cervical high-risk HPV infection and low-grade squamous intraepithelial lesion: a case report
  6. Lymphocytic Reaction Combined with MRI Deep Learning Radiomics in Risk Stratification of Distant Metastases in Rectal Cancer
  7. Radiomics in prognostication and tumor grading for gastrointestinal cancer: a scoping review
  8. Endosonography Overestimates Preoperative Staging of Primarily Resectable Esophageal Cancer Compared to Pathological T and N Status
  9. SOLITARY LUNG LESIONS: CURRENT PROBLEMS OF DIAGNOSIS AND TREATMENT
  10. NCCT-based habitats and peri-tumoral radiomics enhance pre-operative prediction of benign and malignant sacral tumors
  11. Ten-year outcomes of standardized anatomy-based thyroidectomy without routine intraoperative neuromonitoring: A longitudinal cohort from a specialized endocrine surgery centre
  12. Head-to-head comparison of the detection performance and tumor uptake of 68Ga-FAPI-04 and 18F-FDG PET/CT in liver metastases from malignant tumors of different types
  13. Small Bowel Perforation Caused by Metastatic Pulmonary Pleomorphic Carcinoma: A Case Report
  14. Extrahepatic Oncological Applications of Yttrium-90 Radioembolization: A Translational Review
  15. Unusual metastatic patterns in gastrointestinal stromal tumors: a multicenter analysis from the Dutch GIST Registry
  16. Association of post-treatment ⁹⁰Y PET/CT–derived mean tumor absorbed dose with treated-lesion progression-free survival after glass-microsphere radioembolization for hepatocellular carcinoma
  17. Giant Recurrent Retroperitoneal and Ischioanal Lymphangioma in an Adult: A Case Report
  18. Association of Biochemical Indices with Skeletal Involvement in Primary Hyperparathyroidism
  19. Multimodality imaging localization of a giant functional parathyroid adenoma in a young fitness trainer with delayed recognition of hypercalcemia: A case report
  20. Efficacy of HALP combined with T2-weighted MRI radiomics in predicting pathological complete response and overall survival in rectal cancer after neoadjuvant chemoradiotherapy
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L3 Region - - 2026 Sep Q3

Radiomics and Machine Learning in Medical Imaging

96 papers

Top Topics (10)

Radiomics and Machine Learning in Medical Imaging11
Parathyroid Disorders and Treatments9
Hepatocellular Carcinoma Treatment and Prognosis7
Colorectal Cancer Surgical Treatments7
Ovarian cancer diagnosis and treatment5
Esophageal Cancer Research and Treatment5
Teratomas and Epidermoid Cysts4
Lung Cancer Diagnosis and Treatment4
Testicular diseases and treatments4
MRI in cancer diagnosis4

Top Publications (20)

1.Congenital dyspneic cervical teratoma in Algeria: a case report2.Diffuse uterine leiomyomatosis with a mesenteric smooth muscle lesion and a reported family history of uterine leiomyomas: a case report and literature review3.Closing the Gap: Improving Access to Parathyroidectomy for Secondary and Tertiary Hyperparathyroidism4.Analysis of Prospective Endocrine Surgery Trials in 2025 From the ClinicalTrials.gov National Registry5.Squamous cell carcinoma arising from ovarian mature cystic teratoma with concurrent cervical high-risk HPV infection and low-grade squamous intraepithelial lesion: a case report6.Lymphocytic Reaction Combined with MRI Deep Learning Radiomics in Risk Stratification of Distant Metastases in Rectal Cancer7.Radiomics in prognostication and tumor grading for gastrointestinal cancer: a scoping review8.Endosonography Overestimates Preoperative Staging of Primarily Resectable Esophageal Cancer Compared to Pathological T and N Status9.SOLITARY LUNG LESIONS: CURRENT PROBLEMS OF DIAGNOSIS AND TREATMENT10.NCCT-based habitats and peri-tumoral radiomics enhance pre-operative prediction of benign and malignant sacral tumors11.Ten-year outcomes of standardized anatomy-based thyroidectomy without routine intraoperative neuromonitoring: A longitudinal cohort from a specialized endocrine surgery centre12.Head-to-head comparison of the detection performance and tumor uptake of 68Ga-FAPI-04 and 18F-FDG PET/CT in liver metastases from malignant tumors of different types13.Small Bowel Perforation Caused by Metastatic Pulmonary Pleomorphic Carcinoma: A Case Report14.Extrahepatic Oncological Applications of Yttrium-90 Radioembolization: A Translational Review15.Unusual metastatic patterns in gastrointestinal stromal tumors: a multicenter analysis from the Dutch GIST Registry16.Association of post-treatment ⁹⁰Y PET/CT–derived mean tumor absorbed dose with treated-lesion progression-free survival after glass-microsphere radioembolization for hepatocellular carcinoma17.Giant Recurrent Retroperitoneal and Ischioanal Lymphangioma in an Adult: A Case Report18.Association of Biochemical Indices with Skeletal Involvement in Primary Hyperparathyroidism19.Multimodality imaging localization of a giant functional parathyroid adenoma in a young fitness trainer with delayed recognition of hypercalcemia: A case report20.Efficacy of HALP combined with T2-weighted MRI radiomics in predicting pathological complete response and overall survival in rectal cancer after neoadjuvant chemoradiotherapy
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