دورية أكاديمية
A Stepwise Approach to Analyzing Musculoskeletal Imaging Data With Artificial Intelligence.
| العنوان: | A Stepwise Approach to Analyzing Musculoskeletal Imaging Data With Artificial Intelligence. |
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| المؤلفون: | Mickley JP; Mayo Clinic, Rochester, Minnesota., Grove AF; Mayo Clinic, Rochester, Minnesota., Rouzrokh P; Mayo Clinic, Rochester, Minnesota., Yang L; Mayo Clinic, Rochester, Minnesota., Larson AN; Mayo Clinic, Rochester, Minnesota., Sanchez-Sotello J; Mayo Clinic, Rochester, Minnesota., Maradit Kremers H; Mayo Clinic, Rochester, Minnesota., Wyles CC; Mayo Clinic, Rochester, Minnesota. |
| المصدر: | Arthritis care & research [Arthritis Care Res (Hoboken)] 2024 May; Vol. 76 (5), pp. 590-599. Date of Electronic Publication: 2023 Dec 17. |
| نوع المنشور: | Journal Article |
| اللغة: | English |
| بيانات الدورية: | Publisher: John Wiley & Sons Country of Publication: United States NLM ID: 101518086 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2151-4658 (Electronic) Linking ISSN: 2151464X NLM ISO Abbreviation: Arthritis Care Res (Hoboken) Subsets: In Process; MEDLINE |
| أسماء مطبوعة: | Original Publication: Hoboken, NJ : John Wiley & Sons |
| مستخلص: | The digitization of medical records and expanding electronic health records has created an era of "Big Data" with an abundance of available information ranging from clinical notes to imaging studies. In the field of rheumatology, medical imaging is used to guide both diagnosis and treatment of a wide variety of rheumatic conditions. Although there is an abundance of data to analyze, traditional methods of image analysis are human resource intensive. Fortunately, the growth of artificial intelligence (AI) may be a solution to handle large datasets. In particular, computer vision is a field within AI that analyzes images and extracts information. Computer vision has impressive capabilities and can be applied to rheumatologic conditions, necessitating a need to understand how computer vision works. In this article, we provide an overview of AI in rheumatology and conclude with a five step process to plan and conduct research in the field of computer vision. The five steps include (1) project definition, (2) data handling, (3) model development, (4) performance evaluation, and (5) deployment into clinical care. (© 2023 American College of Rheumatology.) |
| تواريخ الأحداث: | Date Created: 20231018 Latest Revision: 20240423 |
| رمز التحديث: | 20240423 |
| DOI: | 10.1002/acr.25260 |
| PMID: | 37849415 |
| قاعدة البيانات: | MEDLINE |
Full Text Finder | تدمد: | 2151-4658 |
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| DOI: | 10.1002/acr.25260 |