中山大学完成全球AI医生多中心随机对照研究

2019-05-06 朱汉斌 科学网

5月6日,记者从中山大学中山眼科中心获悉,该中心教授刘奕志、林浩添眼科人工智能团队牵头完成全球首个AI医生多中心随机对照研究,为探索人工智能临床转化和落地应用标准,迈出了至关重要的一步。

5月6日,记者从中山大学中山眼科中心获悉,该中心教授刘奕志、林浩添眼科人工智能团队牵头完成全球首个AI医生多中心随机对照研究,为探索人工智能临床转化和落地应用标准,迈出了至关重要的一步。相关研究被选为封面文章发表在最新一期《柳叶刀》子刊《EClinicalMedicine(ECM)》。据悉,该研究论文是中国科研成果首次作为该杂志封面文章发表。

目前医学人工智能多数还在研发和试验训练阶段,还没经历真正的临床验证,而且是依靠单点医疗机构开展工作,合作方式较为单一,还难以进行多中心大规模验证。中山大学中山眼科中心,作为国内最早的医学人工智能研发和应用单位,率先将人工智能诊断系统CC-Cruiser投入了多中心临床验证研究,利用大规模的真实临床患者对CC-Cruiser进行评估。

林浩添表示,CC-Cruiser是中山大学中山眼科中心医学人工智能团队利用深度学习建立的“先天性白内障人工智能诊断决策平台”,该团队开启了全球首个人工智能门诊,并联合全国5家不同地区、不同级别医院的眼科门诊对CC-Cruiser进行多中心随机对照临床研究,验证了CC-Cruiser在真实世界临床实践中的有效性和可行性。

研究团队通过把入组的儿童患者随机分两组,分别进入由CC-Cruiser接诊的人工智能门诊和具有5年临床经验的人类眼科医生接诊的专科门诊接受诊断,对比两组医生对先天性白内障诊断的准确性。此外,研究人员还对两组门诊的诊断过程进行耗时计算,以及通过问卷调查参与者的主观体验。

通过与人类医生对比发现,CC-Cruiser在真实临床门诊中对先天性白内障的诊断准确率为87.4%,与实验训练阶段的准确率98.87%相比有一定的差距。但是,AI诊断所需的耗时却明显比人类医生短,而且问卷调查的结果显示参与者对人工智能门诊的体验满意度高。

来自英国伦敦大学学院的Ameenat Lola Solebo在同期杂志发表的评论文章指出,“研究团队采用了非常实用有效的方法,向我们展示并验证了AI医疗诊断平台对儿童先天白内障诊断在真实世界临床实践中的有效性和可行性。这一开拓创新为我们今后的工作提供了重要的参考。”


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 (7)
#插入话题
  1. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]
  2. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]
  3. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]
    2019-09-03 amyloid
  4. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]
  5. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]
  6. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]
    2019-05-07 yjs木玉

    好好好,好文章

    0

  7. [GetPortalCommentsPageByObjectIdResponse(id=1710570, encodeId=7b821e10570ca, content=<a href='/topic/show?id=516e2202b0' target=_blank style='color:#2F92EE;'>#AI医生#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2202, encryptionId=516e2202b0, topicName=AI医生)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=9e1231877254, createdName=12498e0fm88暂无昵称, createdTime=Wed Jun 05 22:12:00 CST 2019, time=2019-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1903985, encodeId=1adf19039850c, content=<a href='/topic/show?id=7d454302945' target=_blank style='color:#2F92EE;'>#多中心#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=43029, encryptionId=7d454302945, topicName=多中心)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=02f5179, createdName=luoxiaog, createdTime=Wed Nov 27 21:12:00 CST 2019, time=2019-11-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1775460, encodeId=f8e21e75460a4, content=<a href='/topic/show?id=937d46650bf' target=_blank style='color:#2F92EE;'>#对照#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=46650, encryptionId=937d46650bf, topicName=对照)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=8ae138776909, createdName=amyloid, createdTime=Tue Sep 03 20:12:00 CST 2019, time=2019-09-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2038276, encodeId=9c2320382e608, content=<a href='/topic/show?id=167c984525d' target=_blank style='color:#2F92EE;'>#随机对照研究#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=98452, encryptionId=167c984525d, topicName=随机对照研究)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLIQxicGuURvblbKDmmdLreAdrFKYA57y7viabog6mfk8dXQpQzYCf0ibcgoMnFrQ2MiaV8Iic4ocdhEfw/132, createdBy=0e3a2500177, createdName=ms1692810954239974, createdTime=Sun Aug 25 05:12:00 CST 2019, time=2019-08-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1555768, encodeId=73fc1555e6843, content=<a href='/topic/show?id=5900221140f' target=_blank style='color:#2F92EE;'>#中山大学#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=22114, encryptionId=5900221140f, topicName=中山大学)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=0d5414663053, createdName=kalseyzl, createdTime=Wed May 08 14:12:00 CST 2019, time=2019-05-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365853, encodeId=49da3658531c, content=好好好,好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=60, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/08/29/bbc5cc0eed9b8d17623d2fd49dbdf19a.jpg, createdBy=79522135794, createdName=yjs木玉, createdTime=Tue May 07 06:01:44 CST 2019, time=2019-05-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=365851, encodeId=aaf73658516a, content=好, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=6d551998554, createdName=1e1c07bdm01(暂无匿称), createdTime=Tue May 07 05:32:27 CST 2019, time=2019-05-07, status=1, ipAttribution=)]

相关资讯

广东“AI医生”登上《细胞》封面 准确率超专业医生

广州市妇儿中心研发的新一代医用AI平台“影像熊”首次亮相,而且一出场就登上了世界顶级期刊《细胞》的封面。

能诊断会治疗“AI医生” 距正式见面还有多远?

能“读图”识别影像,还能“认字”读懂病历,甚至像医生一样“思考”,出具诊断报告,给出治疗建议……这不是科幻,人工智能医疗正从前沿技术转变为现实应用,“人工智能医生”离患者越来越近。机构预测,中国医疗人工智能的市场需求已达数百亿元。专家认为,“人工智能医生”的应用,有利于缓解社会老龄化带来的医疗资源供需失衡以及地域分配不均等问题。那么,“人工智能医生”何时能真正上岗?人工智能+医疗市场规模持续增长由