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临床医学数据标准化的几种方法

2012-11-14 MedSci MedSci原创

数据的标准化(normalization)是将数据按比例缩放,使之落入一个小的特定区间。在某些比较和评价的指标处理中经常会用到,去除数据的单位限制,将其转化为无量纲的纯数值,便于不同单位或量级的指标能够进行比较和加权。 其中最典型的就是数据的归一化处理,即将数据统一映射到[0,1]区间上,常见的数据归一化的方法有: min-max标准化(Min-max normalization)

数据的标准化(normalization)是将数据按比例缩放,使之落入一个小的特定区间。在某些比较和评价的指标处理中经常会用到,去除数据的单位限制,将其转化为无量纲的纯数值,便于不同单位或量级的指标能够进行比较和加权。 其中最典型的就是数据的归一化处理,即将数据统一映射到[0,1]区间上,常见的数据归一化的方法有: min-max标准化(Min-max normalization) 也叫离差标准化,是对原始数据的线性变换,使结果落到[0,1]区间,转换函数如下: 其中max为样本数据的最大值,min为样本数据的最小值。这种方法有一个缺陷就是当有新数据加入时,可能导致max和min的变化,需要重新定义。 log函数转换 通过以10为底的log函数转换的方法同样可以实现归一下,具体方法如下: 看了下网上很多介绍都是x*=log10(x),其实是有问题的,这个结果并非一定落到[0,1]区间上,应该还要除以log10(max),max为样本数据最大值,并且所有的数据都要大于等于1。 atan函数转换 用反正切函数也可以实现数据的归一化: 使用这个方法需要注意的是如果想映射的区间为

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  1. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2015-10-06 段段

    非常感学,很实用

    0

  2. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2015-05-20 jasonuclear

    太有用了!终于在medsci上找到

    0

  3. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2014-08-07 oubaochi

    很有用的啊,也算作临床研究的基础知识吧

    0

  4. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
  5. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2013-01-07 csjlsh

    很实用啊

    0

  6. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2012-12-08 fran507

    刚进来,看看再说。

    0

  7. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2012-12-05 iaoca8210

    非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用

    0

  8. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2012-12-05 iaoca8210

    非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用

    0

  9. [GetPortalCommentsPageByObjectIdResponse(id=37803, encodeId=b7723e80386, content=非常感学,很实用, beContent=null, objectType=article, channel=null, level=null, likeNumber=183, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d2ae1637749, createdName=段段, createdTime=Tue Oct 06 21:28:00 CST 2015, time=2015-10-06, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=24219, encodeId=6a032421985, content=太有用了!终于在medsci上找到, beContent=null, objectType=article, channel=null, level=null, likeNumber=129, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160515/IMG57380B859AD1F1019.jpg, createdBy=2c5c1621956, createdName=jasonuclear, createdTime=Wed May 20 14:03:00 CST 2015, time=2015-05-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=10978, encodeId=6bf9109e8d3, content=很有用的啊,也算作临床研究的基础知识吧, beContent=null, objectType=article, channel=null, level=null, likeNumber=199, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=5757106889, createdName=oubaochi, createdTime=Thu Aug 07 21:23:00 CST 2014, time=2014-08-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1758771, encodeId=17321e587715f, content=<a href='/topic/show?id=9fb76191944' target=_blank style='color:#2F92EE;'>#标准化#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=71, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61919, encryptionId=9fb76191944, topicName=标准化)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a86337383877, createdName=108807375_62823139, createdTime=Fri Mar 22 10:35:00 CST 2013, time=2013-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5332, encodeId=db5153320c, content=很实用啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=192, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=d5ce75636, createdName=csjlsh, createdTime=Mon Jan 07 19:14:00 CST 2013, time=2013-01-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5174, encodeId=003b51e498, content=刚进来,看看再说。, beContent=null, objectType=article, channel=null, level=null, likeNumber=167, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=051673629, createdName=fran507, createdTime=Sat Dec 08 16:26:00 CST 2012, time=2012-12-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5163, encodeId=6413516394, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5164, encodeId=c3c3516482, content=非常感谢,要是要是能和统计学软件结合起来阐述一下可能会更有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=108, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=141873433, createdName=iaoca8210, createdTime=Wed Dec 05 16:04:00 CST 2012, time=2012-12-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=5159, encodeId=c249515967, content=感谢 正需要, beContent=null, objectType=article, channel=null, level=null, likeNumber=131, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=36b573399, createdName=yanyuling, createdTime=Tue Dec 04 23:59:00 CST 2012, time=2012-12-04, status=1, ipAttribution=)]
    2012-12-04 yanyuling

    感谢 正需要

    0

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