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Nat Med:人工智能帮助居家用药安全

2021-03-28 网络 网络

这项研究的结果表明,该方法可以自动检测患者何时使用吸入器(曲线下面积(AUC)=0.992)或胰岛素笔(AUC=0.967),并评估患者是否按照适当的步骤使用这些设备(AUC=0.952)。

目前,药物治疗依从性差是一个主要的医疗问题,仅在美国就造成了10%的住院、每年12.5万例死亡和高达2900亿美元的医疗费用。实现药物依从性的一个关键步骤是确保正确的自我用药(MSA)--即确保患者在规定的时间服用药物,并使用正确的自我给药技术。当患者不能正确地进行MSA时,最终的结果是药物不能被送到预定的作用部位,导致病情管理失败。

不幸的是,MSA错误是很常见的,特别是在慢性疾病中,高达50%的患者不按规定服药。当药物输送需要胰岛素笔或吸入器等设备时,问题更加严重。与药物输送装置相关的MSA错误(例如,在使用前没有摇动吸入器或没有启动胰岛素剂量)导致管理失败,随后出现高水平的不依从性,减少疾病控制和医疗资源的非计划使用。

医生报告说,高达70%的患者不按规定使用胰岛素。同样,超过50%的患者错误使用吸入器。这些统计数字令人震惊,因为全世界有数亿患者依赖这些设备进行药物管理。

最近,研究人员针对上述问题,提出了一种非接触式且不引人注目的人工智能(AI)框架,它可以通过分析患者家中的无线信号来检测和监测MSA错误,而不需要物理接触。

该系统是通过观察志愿者进行的自我管理而开发的,并通过将其预测与人类注释进行比较而作出评估。

这项研究的结果表明,该方法可以自动检测患者何时使用吸入器(曲线下面积(AUC)=0.992)或胰岛素笔(AUC=0.967),并评估患者是否按照适当的步骤使用这些设备(AUC=0.952)。

这项工作表明,利用基于人工智能的解决方案,可以以最小的开销为患者和卫生专业人员提高用药安全的潜力。

 

原始出处:

Mingmin Zhao et al. Assessment of medication self-administration using artificial intelligence. Nature Medicine (2021). 

 

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    2021-04-28 liye789132251
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    2021-04-01 刀刀刀刀如佛

    这是在用捕捉到的生物电信号还是热感动作做到的啊?好厉害

    0

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    2021-03-29 1302a2dfm45暂无昵称

    令人震惊的创新

    0

  6. [GetPortalCommentsPageByObjectIdResponse(id=1885072, encodeId=c8fc18850e2f8, content=<a href='/topic/show?id=3b2112532d8' target=_blank style='color:#2F92EE;'>#Nat#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=75, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=12532, encryptionId=3b2112532d8, topicName=Nat)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=2e6f107, createdName=liye789132251, createdTime=Wed Apr 28 15:50:37 CST 2021, time=2021-04-28, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=953176, encodeId=b90a9531e69f, content=这是在用捕捉到的生物电信号还是热感动作做到的啊?好厉害, beContent=null, objectType=article, channel=null, level=null, likeNumber=115, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://img.medsci.cn/20210401/b761d0309fd14750b747b4110a046fd1/9fdad91affb94eef8459fc3aa43ef4df.jpg, createdBy=2e855468009, createdName=刀刀刀刀如佛, createdTime=Thu Apr 01 21:46:13 CST 2021, time=2021-04-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1295996, encodeId=74d1129599688, content=<a href='/topic/show?id=f764696e968' target=_blank style='color:#2F92EE;'>#用药安全#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=84, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69679, encryptionId=f764696e968, topicName=用药安全)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e524260, createdName=dinorsor524, createdTime=Tue Mar 30 06:50:37 CST 2021, time=2021-03-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1610975, encodeId=d9ba16109e51f, content=<a href='/topic/show?id=eb6b1145939' target=_blank style='color:#2F92EE;'>#Med#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=68, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=11459, encryptionId=eb6b1145939, topicName=Med)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=552a19396740, createdName=ms3994565386320060, createdTime=Tue Mar 30 06:50:37 CST 2021, time=2021-03-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=951994, encodeId=6a439519941d, content=令人震惊的创新, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=c5833436115, createdName=1302a2dfm45暂无昵称, createdTime=Mon Mar 29 10:14:57 CST 2021, time=2021-03-29, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=951885, encodeId=97d9951885ea, content=好文章!, beContent=null, objectType=article, channel=null, level=null, likeNumber=103, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160806/IMG57A5698BDB0244113.jpg, createdBy=32a91358059, createdName=jyzxjiangqin, createdTime=Sun Mar 28 17:08:13 CST 2021, time=2021-03-28, status=1, ipAttribution=)]
    2021-03-28 jyzxjiangqin

    好文章!

    0

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