日本是如何利用医疗AI解决放射科医生缺口的

2018-05-07 徐青 健康界

“在医生和AI之间,病人会如何选择?”4月27日,在2018博鳌·健康界峰会“国际医疗服务模式创新与中国机会”分论坛上,日本CVIS公司CEO古泽良知也提到了这个常被提及的问题。在CVIS旗下的心血管专业影像中心CVIC,古泽良知得到的答案是:选更好的那一个。在CVIC,更好的选项是医生+AI,即使用AI的医生。2009年成立的CVIC(Cardiovascular Imaging Clinic)

“在医生和AI之间,病人会如何选择?”4月27日,在2018博鳌·健康界峰会“国际医疗服务模式创新与中国机会”分论坛上,日本CVIS公司CEO古泽良知也提到了这个常被提及的问题。在CVIS旗下的心血管专业影像中心CVIC,古泽良知得到的答案是:选更好的那一个。

在CVIC,更好的选项是医生+AI,即使用AI的医生。

2009年成立的CVIC(Cardiovascular Imaging Clinic),是日本第一家也是唯一一家心血管专业影像中心,每天约进行20~30例冠状动脉血管摄影检查和15~16例心脏MRI检查,其处理的心脏MRI占全日本的10%。即便发展势头良好,CVIC也在迫切地寻求AI帮助。

不断增长的医疗费用和医生缺口

古泽良知介绍,日本有相对完善的全民医保制度,不论年龄和既有病史,只要持有国民健康保险证都可以享受医保,这同时也带来了高昂的医疗支出。

古泽良知提到一组数据:2017年,日本国民总收入约374亿美元,其中用于社保的花费是112亿美元,约占国民收入的30%。社保支出中有37亿美元是医疗支出,这一数字还在不断增长,预计到2025年会增至56亿美元。

除了不断增长的医疗费用之外,日本还面临一个更严峻的问题:人口老龄化。目前,日本有1.27亿人口。日本总务省的数据显示,从2010年到2030年会日本人口会减少1300万人,2010年到2050年会减少3100万人。与此同时,适龄工作人群(20到65岁的人)的数量也在不断下降。

具体到医疗影像领域,人才的缺口更为明显。

在日本,每100万人中有52台MRI、107台CT,这个比例是全球最高的。日本每年每***进行X光检查的人数约有1500。“虽然日本有这么多影像设备,但是医生却非常少。”古泽良知指出,在这一点上,中国和日本的情况非常相似。统计数据表明,国内医疗影像数据增速每年超过30%,但放射科医生的增速仅为4.1%,两者之间的矛盾显而易见。

借助AI阅片一举两得

面对重重挑战,日本政府和医疗机构纷纷将希望寄予了AI。

在CVIC进行心脏影像检查可以非常快速地拿到检查报告,因为CVIC有专业的心脏科医生阅片,因此从检查到出报告只需要一天。“但如果检查涉及身体其他部位,如肺脏等器官,就需要放射科医生二次阅片,CVIC的医生进行审核,才能拿到报告。”古泽良知介绍,这样下来,至少需要4到7天才能拿到检查报告。

为了提高效率和质量,CVIC在2017年引入了推想科技的AI系统。有了AI的帮助后,患者的影像会先发送给AI助手阅片,然后是放射科医生阅片,在CVIC医生进行检查之后出具报告。“经过这样的改进,从检查到出报告的时间缩短到2~3天,”古泽良知说,“这不仅节省了医生的时间,报告的质量也比以前更全面。”

日本将在2020年全面普及医疗AI

古泽良知提供的一组数据显示,到2030年,日本AI市场将达到8000亿美元,其中医疗AI市场会达到200亿美元。

日本政府希望,到2020年AI在基因组学、医疗影像诊断、医疗咨询和辅助治疗、药品研发、护理和手术辅助上的应用趋于成熟,并在之后达到飞速发展。

实际上,CVIC在2018年已经开始全面应用AI技术,并于2017年和2018年分别在中国杭州和广州建立了医学影像诊断中心。推想科技的研究显示,即使是在AI应用于医疗影像诊断的早期阶段,也可降低误诊率。

在CVIC,每天有40~50名患者从东京的医院转诊过来,AI的应用,让其在心血管以外的其他领域也能提供很好的服务。

版权声明:
本网站所有内容来源注明为“梅斯医学”或“MedSci原创”的文字、图片和音视频资料,版权均属于梅斯医学所有。非经授权,任何媒体、网站或个人不得转载,授权转载时须注明来源为“梅斯医学”。其它来源的文章系转载文章,或“梅斯号”自媒体发布的文章,仅系出于传递更多信息之目的,本站仅负责审核内容合规,其内容不代表本站立场,本站不负责内容的准确性和版权。如果存在侵权、或不希望被转载的媒体或个人可与我们联系,我们将立即进行删除处理。
在此留言
评论区 (8)
#插入话题
  1. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
  2. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
  3. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
  4. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
  5. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
    2018-05-07 张新亮1853311252142e2fm

    好文献学习了

    0

  6. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
    2018-05-07 明月清辉

    谢谢分享.学习了

    0

  7. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
    2018-05-07 龙胆草

    学习谢谢分享

    0

  8. [GetPortalCommentsPageByObjectIdResponse(id=1927212, encodeId=a886192e212db, content=<a href='/topic/show?id=7ca65e394f5' target=_blank style='color:#2F92EE;'>#放射科#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57394, encryptionId=7ca65e394f5, topicName=放射科)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6da1120, createdName=lidong40, createdTime=Mon Jun 18 16:56:00 CST 2018, time=2018-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1985894, encodeId=e7c41985894e8, content=<a href='/topic/show?id=12e55e395e8' target=_blank style='color:#2F92EE;'>#放射科医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=57395, encryptionId=12e55e395e8, topicName=放射科医生)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=e5742500212, createdName=12498f17m66暂无昵称, createdTime=Wed Feb 20 17:56:00 CST 2019, time=2019-02-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1294405, encodeId=c5881294405ab, content=<a href='/topic/show?id=ca6e592189b' target=_blank style='color:#2F92EE;'>#日本#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=59218, encryptionId=ca6e592189b, topicName=日本)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f634250, createdName=chentianping, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1516620, encodeId=fbac151662054, content=<a href='/topic/show?id=58c734e6349' target=_blank style='color:#2F92EE;'>#医疗AI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=34763, encryptionId=58c734e6349, topicName=医疗AI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=b49310990515, createdName=ms1779634646866130, createdTime=Tue May 08 23:56:00 CST 2018, time=2018-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312839, encodeId=dd34312839f2, content=好文献学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=b5a62240667, createdName=张新亮1853311252142e2fm, createdTime=Mon May 07 10:40:39 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312834, encodeId=31a43128349e, content=谢谢分享.学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6Nx0VGA4QMDzOP8oAgnV4h51EjSfehJ9QxyiaSmw8PB56BhY8KXFSxHCibXrzcy4abrzSibXQPxJ9kzrLcJyhhB8a/0, createdBy=1d3b1672603, createdName=明月清辉, createdTime=Mon May 07 10:13:58 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312822, encodeId=dd6f312822ab, content=学习谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4Nd44v3xHnnictn9UpctwtH62EPQ59TMdI9lnqHMgQ16nH7GmGCfpzicsHgjibYVk6vwSpXrC86gMibRkoaIzf5HwSz7/0, createdBy=78cc1691107, createdName=龙胆草, createdTime=Mon May 07 09:17:38 CST 2018, time=2018-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=312820, encodeId=d2b4312820b8, content=`学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=41, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfDEeydJz0GlP8O0ngrUX6AYCXFic0XDOOAyeQicIqnOd4TrWSwiagJrsFNYuWC1Uc6iavbS1hWt9xtZAhAqLGHqZyl/0, createdBy=42891977006, createdName=1e17414fm02(暂无匿称), createdTime=Mon May 07 09:03:47 CST 2018, time=2018-05-07, status=1, ipAttribution=)]
    2018-05-07 1e17414fm02(暂无匿称)

    `学习

    0

相关资讯

盘点FDA批准上市的医疗AI产品

随着监管日趋明朗化,医疗AI产品的创新研发环境迎来新高潮。

GMI:预计2024年全球医疗AI市场超100亿美元

在2016年,医疗AI市场价值为7.6亿美元,到2024年总的市场规模将超过100亿美元。

医疗AI不是炒作,未来必将成为医生的有力助手,只是尚需时日

最近,一篇关于Watson的文章《Watson 是不是一个笑话?》在朋友圈内传开,文章的大概意思是说AI热潮之后,Watson与MD 安德森癌症中心终止合作,也没有给IBM带来可观的营收,部分人认为Watson是一个笑话,它不会像宣传的那样解决医疗的问题,甚至医疗AI可能也是过度炒作。不过,作为一个每天都在关注医疗AI的媒体,我们认为这样的观点似乎有点言过其实。毕竟医疗的严谨性和市场教育程度决

医疗AI技术火热,但其商业模式的落脚点究竟在哪?

这是一个令人兴奋的时代。诸如基因组学和医学成像等的医学领域带来的信息巨浪如今扑面而来,我们将可以利用人工智能来分析这些数据,并提供医疗见解。然而,随着医疗AI领域创新产品的激增,一些老生常谈的商业问题也初现端倪。比如,初创公司如何在这个领域实现盈利?以及医疗保健企业如何利用AI来扭转持续增加的医疗成本?最重要的是,医疗AI产品如何取得政府监管部门、保险公司、医生以及患者的信任?海外知名媒体Xc