To summarize studies on the application of natural language processing in patients with rheumatoid arthritis.
Guided by the scoping review methodological framework,relevant databases were searched from inception to April 18,2025.The included literature was synthesized and analyzed.
A total of 16 articles were included.The application scenarios of natural language processing in the field of rheumatoid arthritis included focusing on patients with rheumatoid arthritis-associated interstitial lung disease,constructing knowledge graphs,exploring rheumatoid arthritis medications,and supporting machine learning.The application methods were diverse.The application effects were excellent.
Natural language processing has broad application prospects in patients with rheumatoid arthritis.However,relevant studies are currently limited.Future research should strengthen model interpretability,address the challenges of multimodal text integration,and further expand application scope,so as to evaluate its effectiveness and reliability comprehensively.
| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |