多模式语言模型用于下巴骨髓缩的诊断和治疗
1State Key Laboratory of Oral Diseases, National Center for Stomatology, National Clinical Research Center for Oral Diseases, Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu City, China.
Journal of dental research
|June 24, 2025
概括
一个新的AI系统,骨缩治疗支持 (ONJ-TS),有助于诊断和治疗骨缩 (ONJ). 它的准确性与高级外科医生相比,提高了临床决策和效率.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 口腔和牙面部外科手术
背景情况:
- 骨瘤 (ONJ) 带来了复杂的临床挑战,特别是在资源有限的环境中.
- 准确的诊断和及时的治疗对于有效的ONJ管理至关重要.
研究的目的:
- 开发一个综合视觉语言系统 (ONJ-TS),以支持ONJ的诊断和治疗.
- 提高临床决策和管理ONJ患者的效率.
主要方法:
- 追溯收集366名ONJ患者的全景放射图像 (PR) 和医疗记录.
- 微调 Qwen2-VL 模型用于自然语言问题解答在 ONJ 处理.
- 培训SwinTransformer和U-Net模型用于ONJ案例识别和PR图像中的区域细分.
主要成果:
- 该ONJ-TS系统在诊断和治疗支持方面表现出高准确性.
- 人类评估显示,ONJ-TS的准确性超过了初级口腔和面外科医生 (OMFS).
- 对比分析显示,ONJ-TS的疗效与高级OMFS在疾病管理中的疗效相当.
结论:
- ONJ-TS系统为ONJ临床决策支持提供了一个有前途的数字解决方案.
- 该系统有可能提高ONJ的临床效率和治疗精度.
- 在医学成像和语言处理中整合人工智能可以显著帮助管理像ONJ这样的复杂疾病.
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