Research map: Large Language Models for Classifying Usual Interstitial Pneumonia from Radiology Reports: Native Reasoning Versus Structured Prompting

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  1. Diagnosis of Idiopathic Pulmonary Fibrosis. An Official ATS/ERS/JRS/ALAT Clinical Practice Guideline · Ganesh Raghu · 2018 · 4216 citations · Cited by this paper
  2. Neoadjuvant Chemoradiotherapy on Postoperative Complications of Rectal Cancer: A Retrospective Study Integrating MRI Radiomics and Deep Learning · 2026 · Related
  3. Clinical Course and Prediction of Survival in Idiopathic Pulmonary Fibrosis · Brett Ley · 2010 · 1841 citations · Cited by this paper
  4. Patient-Level Cross-validated nnU-Net for Multiclass Segmentation of Lung Parenchyma and Solid Adenocarcinoma on Thoracic CT · 2026 · Related
  5. Diagnostic criteria for idiopathic pulmonary fibrosis: a Fleischner Society White Paper · David A. Lynch · 2017 · 1042 citations · Cited by this paper
  6. AI as Core Infrastructure in Radiology: Moving Beyond Pilots to Operational Excellence · 2026 · Related
  7. Leveraging GPT-4 for Post Hoc Transformation of Free-text Radiology Reports into Structured Reporting: A Multilingual Feasibility Study · Lisa C. Adams · 2023 · 341 citations · Cited by this paper
  8. LCRE-Net: A Lightweight Cross-Scale Residual Enhancement Network for Lung Segmentation in CT Images · 2026 · Related
  9. Potential of ChatGPT and GPT-4 for Data Mining of Free-Text CT Reports on Lung Cancer · Matthias Alexander Fink · 2023 · 287 citations · Cited by this paper
  10. Effect of Input Resolution on Retinal Vessel Segmentation Performance: An Empirical Study Across Five Datasets · 2026 · Related
  11. Privacy-preserving large language models for structured medical information retrieval · Isabella C. Wiest · 2024 · 133 citations · Cited by this paper
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  13. 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
  14. Deep Generative Translation of Standard Images into Virtual High-Energy Images for Facilitating Dual-Energy Chest Radiography · 2026 · Related
  15. Interobserver variability in high-resolution CT of the lungs · Jonas Widell · 2020 · 63 citations · Cited by this paper
  16. Improving Medical Diagnostics with Vision-Language Models: Convex Hull-Based Uncertainty Analysis · 2026 · Related
  17. Comparing Commercial and Open-Source Large Language Models for Labeling Chest Radiograph Reports · Felix J. Dorfner · 2024 · 32 citations · Cited by this paper
  18. A Thyroid Nodule Differentiation Model for Benign-Malignant Identification by Fusing Transfer Learning and Gradient Boosting Decision Tree · 2026 · Related
  19. HRCT evaluation of patients with interstitial lung disease: comparison of the 2018 and 2011 diagnostic guidelines · Steven D. Nathan · 2020 · 27 citations · Cited by this paper
  20. LSMA-PQR: A Comprehensive Dataset of Lumbar Spine Multi-View Annotations with Pfirrmann Grading, Quantitative Measurements, and Structured Radiological Reports · 2026 · Related
  21. Utilizing a domain-specific large language model for LI-RADS v2018 categorization of free-text MRI reports: a feasibility study · Mario Matute‐González · 2024 · 25 citations · Cited by this paper
  22. General-Purpose Large Language Models Versus a Domain-Specific Natural Language Processing Tool for Label Extraction From Chest Radiograph Reports · Cody H. Savage · 2024 · 18 citations · Cited by this paper
  23. Data extraction from free-text stroke CT reports using GPT-4o and Llama-3.3-70B: the impact of annotation guidelines · Jonas Wihl · 2025 · 17 citations · Cited by this paper
  24. Evaluating the Performance and Bias of Natural Language Processing Tools in Labeling Chest Radiograph Reports · Samantha M. Santomartino · 2024 · 12 citations · Cited by this paper
  25. Role of Model Size and Prompting Strategies in Extracting Labels from Free-Text Radiology Reports with Open-Source Large Language Models · Bardia Khosravi · 2025 · 6 citations · Cited by this paper
  26. Cross-Institutional Evaluation of Large Language Models for Radiology Diagnosis Extraction: A Prompt-Engineering Perspective · Mana Moassefi · 2025 · 5 citations · Cited by this paper

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