Research map: Vision Language Models for Ultrasound Assessment of Suspicious Axillary Lymph Nodes in Breast Cancer

Back to the article

Papers in this map

  1. Effect of Axillary Dissection vs No Axillary Dissection on 10-Year Overall Survival Among Women With Invasive Breast Cancer and Sentinel Node Metastasis · Armando E. Giuliano · 2017 · 1942 citations · Cited by this paper
  2. The Role of Visual Language Models in the Management of the Axilla in Breast Cancer · Sona A. Chikarmane · 2026 · Cites this paper
  3. Mammography-Based Deep Learning Model Better Than Breast Density at Predicting Breast Cancer Risk · 2026 · Related
  4. A survey on multimodal large language models · Shukang Yin · 2024 · 830 citations · Cited by this paper
  5. Reply to “The Black Box of Vision-Language Models in Radiology: A Call for Explainability” · Peng He · 2026 · Cites this paper
  6. The Need for a Practical Reporting Framework for Pelvic Venous Findings on Imaging · 2026 · Related
  7. Human Epidermal Growth Factor Receptor 2 Testing in Breast Cancer: ASCO–College of American Pathologists Guideline Update · Antonio C. Wolff · 2023 · 680 citations · Cited by this paper
  8. Reply to “From Standalone Accuracy to Clinical Assistance for Vision-Language Models: Further Evidence Needed” · Peng He · 2026 · Cites this paper
  9. Isolated Axillary Lymphadenopathy in Women Without a Known Breast Cancer Diagnosis: A Multicenter Study of Biopsy Outcomes · 2026 · Related
  10. Role of Sonography in the Diagnosis of Axillary Lymph Node Metastases in Breast Cancer: A Systematic Review · Soledad Alvarez · 2006 · 594 citations · Cited by this paper
  11. A Multisociety Statement Provides Guidance on Optimizing Radiography Utilization for Low-Yield Anatomic Sites · 2026 · Related
  12. Sentinel Lymph Node Biopsy vs No Axillary Surgery in Patients With Small Breast Cancer and Negative Results on Ultrasonography of Axillary Lymph Nodes · Oreste ­Gentilini · 2023 · 567 citations · Cited by this paper
  13. Clinical Implementation of Opportunistic Screening for Osteoporosis · 2026 · Related
  14. Breast cancer: an up‐to‐date review and future perspectives · Ruoxi Hong · 2022 · 411 citations · Cited by this paper
  15. Artificial Intelligence Is Not a Panacea: LungIMPACT Trial Shows Prioritization Cannot Overcome Systemic Delays in Lung Cancer Diagnosis · 2026 · Related
  16. Radiotherapy or Surgery of the Axilla After a Positive Sentinel Node in Breast Cancer: 10-Year Results of the Randomized Controlled EORTC 10981-22023 AMAROS Trial · Sanne A. L. Bartels · 2022 · 389 citations · Cited by this paper
  17. The Next Frontier in Coronary CTA: Reliable Coronary Stent Assessment Through Technical Innovation · 2026 · Related
  18. Axillary Surgery in Breast Cancer — Primary Results of the INSEMA Trial · Toralf Reimer · 2024 · 307 citations · Cited by this paper
  19. Author Disclosure of Use of Generative Artificial Intelligence Technologies in Submissions to AJR : Reflections From the AJR Editor in Chief · 2026 · Related
  20. Omitting Axillary Dissection in Breast Cancer with Sentinel-Node Metastases · Jana de Boniface · 2024 · 303 citations · Cited by this paper
  21. The Intestinal Stroke Pathway: Redefining the Radiologist's Role in Mesenteric Ischemia · 2026 · Related
  22. Diagnostic reasoning prompts reveal the potential for large language model interpretability in medicine · Thomas Savage · 2024 · 265 citations · Cited by this paper
  23. Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine · Qiao Jin · 2024 · 139 citations · Cited by this paper
  24. Collaborative Enhancement of Consistency and Accuracy in US Diagnosis of Thyroid Nodules Using Large Language Models · Shaohong Wu · 2024 · 110 citations · Cited by this paper
  25. BI-RADS Category Assignments by GPT-3.5, GPT-4, and Google Bard: A Multilanguage Study · Andrea Cozzi · 2024 · 97 citations · Cited by this paper
  26. Comparing Diagnostic Accuracy of Radiologists versus GPT-4V and Gemini Pro Vision Using Image Inputs from Diagnosis Please Cases · Pae Sun Suh · 2024 · 94 citations · Cited by this paper
  27. Assessing GPT-4 multimodal performance in radiological image analysis · Dana Brin · 2024 · 89 citations · Cited by this paper
  28. Terms, definitions and measurements to describe sonographic features of lymph nodes: consensus opinion from the Vulvar International Tumor Analysis ( VITA ) group · D. Fischerová · 2021 · 82 citations · Cited by this paper
  29. Evaluation of Reliability, Repeatability, Robustness, and Confidence of GPT-3.5 and GPT-4 on a Radiology Board–style Examination · Satheesh Krishna · 2024 · 78 citations · Cited by this paper
  30. ChatGPT’s diagnostic performance based on textual vs. visual information compared to radiologists’ diagnostic performance in musculoskeletal radiology · Daisuke Horiuchi · 2024 · 65 citations · Cited by this paper
  31. Diagnostic accuracy of axillary staging by ultrasound in early breast cancer patients · Fabian Riedel · 2020 · 59 citations · Cited by this paper
  32. Comparing GPT-3.5 and GPT-4 Accuracy and Drift in Radiology Diagnosis Please Cases · David K.B. Li · 2024 · 55 citations · Cited by this paper
  33. Accuracy of Axillary Lymph Node Staging in Breast Cancer Patients · Hiroyuki Abé · 2013 · 51 citations · Cited by this paper
  34. Strain Elastography of Abnormal Axillary Nodes in Breast Cancer Patients Does Not Improve Diagnostic Accuracy Compared With Conventional Ultrasound Alone · Young Mi Park · 2014 · 41 citations · Cited by this paper
  35. Large Language Model Performance and Clinical Reasoning Tasks · Arya S. Rao · 2026 · 36 citations · Cited by this paper
  36. Toward Foundation Models in Radiology? Quantitative Assessment of GPT-4V’s Multimodal and Multianatomic Region Capabilities · Quirin Strotzer · 2024 · 34 citations · Cited by this paper
  37. The potential of large language models to advance precision oncology · Shufan Liang · 2025 · 31 citations · Cited by this paper
  38. Capability of multimodal large language models to interpret pediatric radiological images · Thomas P. Reith · 2024 · 25 citations · Cited by this paper
  39. Large language models in radiology: Fluctuating performance and decreasing discordance over time · Mitul Gupta · 2024 · 25 citations · Cited by this paper

Source: OpenAlex (CC0)