从神经病学家的临床笔记中使用自然语言处理来表征肌痛严重症的症状,恶化和危机
Jonathan D Darer1, Jacqueline Pesa2, Zia Choudhry3
1Medical and Innovation, Health Analytics, Clarksville, USA.
Cureus
|September 2, 2024
概括
神经学家的笔记揭示了Myasthenia Gravis (MG) 患者经历了波动的症状和临床下降. 治疗副作用很常见,这强调了需要更安全的治疗方法.
科学领域:
- 神经学 神经学
- 临床研究 临床研究
- 现实世界的证据.
背景情况:
- 骨髓灰质炎 (MG) 是一种罕见的自身免疫神经肌肉疾病,导致疲的弱点.
- 行政数据可能无法捕捉到MG的完整临床图像.
- 自由文本临床笔记为MG患者的护理提供了更深入的见解.
研究的目的:
- 为了分析神经科医生对Myasthenia Gravis (MG) 护理的进展记录.
- 记录MG的临床亚型,抗体状况,症状和恶化.
- 为了分类MG恶化,并确定MG管理中的临床惯性.
主要方法:
- 对非识别的神经科医生笔记 (2017-2022) 的回顾性,横截面分析.
- 对医生描述MG恶化的定性分析.
- 检查与MG护理和治疗相关的记录风险.
主要成果:
- 分析包括3085名患有MG的个人,详细介绍了像通用MG (gMG) 和眼部MG这样的亚型.
- 常见的gMG症状包括消化不良,呼吸不良和脱节症.
- 脑膜炎危机患者经常表现出标准治疗的困难; 治疗毒性和症状恶化的风险被指出.
结论:
- 神经学家的笔记对于产生真实世界的证据是有价值的.
- 患有MG的患者会出现不同的症状和一系列的临床恶化.
- MG疗法的常见不良影响凸显了需要改进的,少有毒的治疗选择.
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