基于成像模式利用大语言模型进行鉴别诊断的可行性 - Suppr

Feasibility of Differential Diagnosis Based on Imaging Patterns Using a Large Language Model.

作者信息

Kottlors Jonathan, Bratke Grischa, Rauen Philip, Kabbasch Christoph, Persigehl Thorsten, Schlamann Marc, Lennartz Simon

机构信息

Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.

出版信息

Radiology. 2023 Jul;308(1):e231167. doi: 10.1148/radiol.231167.

DOI:10.1148/radiol.231167

PMID:37404149

Abstract

摘要

相似文献

Feasibility of Differential Diagnosis Based on Imaging Patterns Using a Large Language Model.

Radiology. 2023 Jul;308(1):e231167. doi: 10.1148/radiol.231167.

Fluorescein-enhanced autofluorescence imaging for accurate differentiation of neoplastic from non-neoplastic colorectal polyps: a feasibility study.

Endoscopy. 2011 May;43(5):419-24. doi: 10.1055/s-0030-1256215. Epub 2011 Feb 28.

Correlation between magnifying narrow band imaging and histopathology in gastric protruding/or polypoid lesions: a pilot feasibility trial.

BMC Gastroenterol. 2012 Feb 22;12:17. doi: 10.1186/1471-230X-12-17.

In Vivo Detection of Choroidal Abnormalities Related to NF1: Feasibility and Comparison With Standard NIH Diagnostic Criteria in Pediatric Patients.

Invest Ophthalmol Vis Sci. 2015 Sep;56(10):6036-42. doi: 10.1167/iovs.14-16053.

[Feasibility Study of the Prediction of Radiologist's Instructions with the Bi-LSTM Model Trained with Descriptions of MR Imaging Order-statement].

Nihon Hoshasen Gijutsu Gakkai Zasshi. 2023 Jun 20;79(6):565-576. doi: 10.6009/jjrt.2023-1328. Epub 2023 Apr 26.

Performance of normal adults and children on central auditory diagnostic tests and their corresponding visual analogs.

J Am Acad Audiol. 2011 Sep;22(8):491-500. doi: 10.3766/jaaa.22.8.2.

Utilizing a Digital Multi-Language Patient Questionnaire for Diagnostic Imaging Examinations.

J Digit Imaging. 2019 Dec;32(6):1097-1102. doi: 10.1007/s10278-019-00240-0.

Diagnostic imaging and differential diagnosis in 2 case reports.

J Orthop Sports Phys Ther. 2005 Nov;35(11):745-54. doi: 10.2519/jospt.2005.35.11.745.

Feasibility of nTMS-based DTI fiber tracking of language pathways in neurosurgical patients using a fractional anisotropy threshold.

J Neurosci Methods. 2016 Jul 15;267:45-54. doi: 10.1016/j.jneumeth.2016.04.002. Epub 2016 Apr 6.

Modern concepts of normal language and impairments.

Clin Imaging. 2008 Nov-Dec;32(6):425-30. doi: 10.1016/j.clinimag.2008.02.029.

引用本文的文献

Intra-axial primary brain tumor differentiation: comparing large language models on structured MRI reports vs. radiologists on images.

Eur Radiol. 2025 Aug 22. doi: 10.1007/s00330-025-11924-3.

Large language models for disease diagnosis: a scoping review.

NPJ Artif Intell. 2025;1(1):9. doi: 10.1038/s44387-025-00011-z. Epub 2025 Jun 9.

Data extraction from free-text stroke CT reports using GPT-4o and Llama-3.3-70B: the impact of annotation guidelines.

Eur Radiol Exp. 2025 Jun 19;9(1):61. doi: 10.1186/s41747-025-00600-2.

RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering.

Radiol Artif Intell. 2025 Jun 18:e240476. doi: 10.1148/ryai.240476.

Fine-tuned large Language model for extracting newly identified acute brain infarcts based on computed tomography or magnetic resonance imaging reports.

Emerg Radiol. 2025 Jun 2. doi: 10.1007/s10140-025-02354-1.

Human-AI collaboration in large language model-assisted brain MRI differential diagnosis: a usability study.

Eur Radiol. 2025 Mar 7. doi: 10.1007/s00330-025-11484-6.

Llama 3.1 405B Is Comparable to GPT-4 for Extraction of Data from Thrombectomy Reports-A Step Towards Secure Data Extraction.

Clin Neuroradiol. 2025 Feb 25. doi: 10.1007/s00062-025-01500-z.

Benchmarking the diagnostic performance of open source LLMs in 1933 Eurorad case reports.

NPJ Digit Med. 2025 Feb 12;8(1):97. doi: 10.1038/s41746-025-01488-3.

Integrating artificial intelligence into radiological cancer imaging: from diagnosis and treatment response to prognosis.

Cancer Biol Med. 2025 Feb 4;22(1):6-13. doi: 10.20892/j.issn.2095-3941.2024.0422.

Exploring Radiology Postgraduate Students' Engagement with Large Language Models for Educational Purposes: A Study of Knowledge, Attitudes, and Practices.

Indian J Radiol Imaging. 2024 Jul 19;35(1):35-42. doi: 10.1055/s-0044-1788605. eCollection 2025 Jan.

文献AI研究员

20分钟写一篇综述，助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型，支持多种主流文档格式。

立即体验

Feasibility of Differential Diagnosis Based on Imaging Patterns Using a Large Language Model.

作者信息

Kottlors Jonathan, Bratke Grischa, Rauen Philip, Kabbasch Christoph, Persigehl Thorsten, Schlamann Marc, Lennartz Simon

机构信息

Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.

出版信息

Radiology. 2023 Jul;308(1):e231167. doi: 10.1148/radiol.231167.

DOI:10.1148/radiol.231167

PMID:37404149

Abstract

摘要

相似文献

Feasibility of Differential Diagnosis Based on Imaging Patterns Using a Large Language Model.

Radiology. 2023 Jul;308(1):e231167. doi: 10.1148/radiol.231167.

Fluorescein-enhanced autofluorescence imaging for accurate differentiation of neoplastic from non-neoplastic colorectal polyps: a feasibility study.

Endoscopy. 2011 May;43(5):419-24. doi: 10.1055/s-0030-1256215. Epub 2011 Feb 28.

Correlation between magnifying narrow band imaging and histopathology in gastric protruding/or polypoid lesions: a pilot feasibility trial.

BMC Gastroenterol. 2012 Feb 22;12:17. doi: 10.1186/1471-230X-12-17.

In Vivo Detection of Choroidal Abnormalities Related to NF1: Feasibility and Comparison With Standard NIH Diagnostic Criteria in Pediatric Patients.

Invest Ophthalmol Vis Sci. 2015 Sep;56(10):6036-42. doi: 10.1167/iovs.14-16053.

[Feasibility Study of the Prediction of Radiologist's Instructions with the Bi-LSTM Model Trained with Descriptions of MR Imaging Order-statement].

Nihon Hoshasen Gijutsu Gakkai Zasshi. 2023 Jun 20;79(6):565-576. doi: 10.6009/jjrt.2023-1328. Epub 2023 Apr 26.

Performance of normal adults and children on central auditory diagnostic tests and their corresponding visual analogs.

J Am Acad Audiol. 2011 Sep;22(8):491-500. doi: 10.3766/jaaa.22.8.2.

Utilizing a Digital Multi-Language Patient Questionnaire for Diagnostic Imaging Examinations.

J Digit Imaging. 2019 Dec;32(6):1097-1102. doi: 10.1007/s10278-019-00240-0.

Diagnostic imaging and differential diagnosis in 2 case reports.

J Orthop Sports Phys Ther. 2005 Nov;35(11):745-54. doi: 10.2519/jospt.2005.35.11.745.

Feasibility of nTMS-based DTI fiber tracking of language pathways in neurosurgical patients using a fractional anisotropy threshold.

J Neurosci Methods. 2016 Jul 15;267:45-54. doi: 10.1016/j.jneumeth.2016.04.002. Epub 2016 Apr 6.

Modern concepts of normal language and impairments.

Clin Imaging. 2008 Nov-Dec;32(6):425-30. doi: 10.1016/j.clinimag.2008.02.029.

引用本文的文献

Intra-axial primary brain tumor differentiation: comparing large language models on structured MRI reports vs. radiologists on images.

Eur Radiol. 2025 Aug 22. doi: 10.1007/s00330-025-11924-3.

Large language models for disease diagnosis: a scoping review.

NPJ Artif Intell. 2025;1(1):9. doi: 10.1038/s44387-025-00011-z. Epub 2025 Jun 9.

Data extraction from free-text stroke CT reports using GPT-4o and Llama-3.3-70B: the impact of annotation guidelines.

Eur Radiol Exp. 2025 Jun 19;9(1):61. doi: 10.1186/s41747-025-00600-2.

RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering.

Radiol Artif Intell. 2025 Jun 18:e240476. doi: 10.1148/ryai.240476.

Fine-tuned large Language model for extracting newly identified acute brain infarcts based on computed tomography or magnetic resonance imaging reports.

Emerg Radiol. 2025 Jun 2. doi: 10.1007/s10140-025-02354-1.

Human-AI collaboration in large language model-assisted brain MRI differential diagnosis: a usability study.

Eur Radiol. 2025 Mar 7. doi: 10.1007/s00330-025-11484-6.

Llama 3.1 405B Is Comparable to GPT-4 for Extraction of Data from Thrombectomy Reports-A Step Towards Secure Data Extraction.

Clin Neuroradiol. 2025 Feb 25. doi: 10.1007/s00062-025-01500-z.

Benchmarking the diagnostic performance of open source LLMs in 1933 Eurorad case reports.

NPJ Digit Med. 2025 Feb 12;8(1):97. doi: 10.1038/s41746-025-01488-3.

Integrating artificial intelligence into radiological cancer imaging: from diagnosis and treatment response to prognosis.

Cancer Biol Med. 2025 Feb 4;22(1):6-13. doi: 10.20892/j.issn.2095-3941.2024.0422.

Exploring Radiology Postgraduate Students' Engagement with Large Language Models for Educational Purposes: A Study of Knowledge, Attitudes, and Practices.

Indian J Radiol Imaging. 2024 Jul 19;35(1):35-42. doi: 10.1055/s-0044-1788605. eCollection 2025 Jan.

Feasibility of Differential Diagnosis Based on Imaging Patterns Using a Large Language Model.

作者信息

机构信息

出版信息

相似文献

引用本文的文献

文献AI研究员

用中文搜PubMed

文档翻译

Suppr 超能文献

Feasibility of Differential Diagnosis Based on Imaging Patterns Using a Large Language Model.

作者信息

机构信息

出版信息

相似文献

引用本文的文献