在预测高流氧疗法的疗效方面,ChatGPT的准确性与专家医生相美
Taotao Liu1, Yaocong Duan2, Yanchun Li3
1Department of Surgical Intensive Care Unit, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, China.
在高流鼻管治疗 (HFNC) 后,ChatGPT-4.0在预测内内管风险方面具有与专科医生相似的准确性. 这种人工智能工具可以帮助HFNC患者及时进行干预,从而有可能降低死亡率.
科学领域:
- 关键护理医学 关键护理医学
- 医疗保健中的人工智能
- 呼吸系统疗法 呼吸系统疗法
背景情况:
- 高流量鼻腔管 (HFNC) 治疗失败可能需要内内管.
- 及时预测输管风险对于降低HFNC患者的死亡率至关重要.
- 输管延迟可能导致不良后果.
研究的目的:
- 评估ChatGPT在预测HFNC治疗后48小时内内内管风险方面的准确性.
- 将ChatGPT的预测性能与专家和非专家医生进行比较.
- 评估AI在HFNC患者重症监护决策中的实用性.
主要方法:
- 未来的多中心队列研究涉及71名接受HFNC治疗的成年患者.
- 数据包括基线和HFNC启动后的6小时生理参数.
- GPT-3.5,GPT-4.0,专科医生和非专科医生完成了预测问卷.
主要成果:
- GPT-4.0实现了0.821的曲线下面积 (AUC),与专家医生相比 (AUC没有明确说明,但暗示类似).
- GPT-4.0的精度为76.1%,灵敏度为75.4%.
- GPT-4.0的预测性能明显高于非专业医生的预测性能 (AUC 0.662).
结论:
- 在预测HFNC后48小时内内输管风险方面,GPT-4.0的准确性与专家医生相美.
- 像GPT-4.0这样的AI工具在帮助HFNC患者做出临床决策方面表现有前途.
- 进一步的研究可以探索将人工智能集成到临床工作流程中,以优化患者管理.
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