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九招教你快速识别不真实数据?

2016-01-23 Geoffrey James MedSci原创

MedSci评:这里说的数据,指的不是医学数据,但是医学数据同样如此,如何保证数据的真实性,不仅仅是数据不造假就够了,而是数据能代表“真实世界”。MedSci经常与临床医生打交道,每天都能接到大量医生的数据,现在越来越多发现很多数据是“不造假”(每个病例都是真实的),但数据“不真实”(不能代表真实世界人群的规律)。数据背后是研究设计,我们在研究设计中往往会出现各种各样的问题,例如随机对照研

MedSci评:这里说的数据,指的不是医学数据,但是医学数据同样如此,如何保证数据的真实性,不仅仅是数据不造假就够了,而是数据能代表“真实世界”。MedSci经常与临床医生打交道,每天都能接到大量医生的数据,现在越来越多发现很多数据是“不造假”(每个病例都是真实的),但数据“不真实”(不能代表真实世界人群的规律)。数据背后是研究设计,我们在研究设计中往往会出现各种各样的问题,例如随机对照研究的随机出了问题,观察研究样本选择出了问题,统计中误用了统计方法出了问题,数据是不是第三方收集的?原始数据是否公开?数据背后是否有赞助商?收集数据时是否采用诱导性方法?这些在医学中都是非常常见的。这篇文章有一定的借鉴意义。如果进一步了解相关知识,还可以看MedSci学院视频,可以下载我们的APP观看正文: 决策本身就够困难的了,更不要说是根据一些糟糕的数据做出决策了。 好的决策应该是“数据驱动”的,但是如果数据有效性不好,就不可能据此做出好的决定。我的整个职业生涯几乎都在做市场调研和调查数据分析方面的工作,根据我的经验,我已经找到了一个试金石,能够判断一组业务数据是否值得在决策过程中引用。 要想从有效

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  1. [GetPortalCommentsPageByObjectIdResponse(id=66972, encodeId=28e7669e280, content=继续努力, beContent=null, objectType=article, channel=null, level=null, likeNumber=79, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Thu Mar 03 07:14:00 CST 2016, time=2016-03-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66971, encodeId=17b6669e10f, content=好好学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Thu Mar 03 07:14:00 CST 2016, time=2016-03-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64610, encodeId=423164610ad, content=好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Feb 18 07:59:00 CST 2016, time=2016-02-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=62440, encodeId=5898624400c, content=小手一抖,一分拿走, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c0cc1685295, createdName=Hades-SH, createdTime=Mon Feb 01 12:28:00 CST 2016, time=2016-02-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=61622, encodeId=f6106162263, content=好好学习一下, beContent=null, objectType=article, channel=null, level=null, likeNumber=123, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=240a1683959, createdName=李继凯, createdTime=Wed Jan 27 23:49:00 CST 2016, time=2016-01-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=61616, encodeId=14b7616165b, content=受教了, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=240a1683959, createdName=李继凯, createdTime=Wed Jan 27 23:48:00 CST 2016, time=2016-01-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=59406, encodeId=f48e5940694, content=诶。忽悠人的东西让人防不胜防, beContent=null, objectType=article, channel=null, level=null, likeNumber=105, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=59121683644, createdName=doctording1, createdTime=Tue Jan 26 13:55:00 CST 2016, time=2016-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=59281, encodeId=392a59281f7, content=有意思, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=2d331664955, createdName=老段, createdTime=Tue Jan 26 07:54:00 CST 2016, time=2016-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=59160, encodeId=547f59160c4, content=端正态度,实事求是,树立良好的科研之风, beContent=null, objectType=article, channel=null, level=null, likeNumber=154, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c3331665101, createdName=1ddfa50bm10(暂无匿称), createdTime=Mon Jan 25 11:25:00 CST 2016, time=2016-01-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=58970, encodeId=8223589e095, content=还是在app上面比较好,在网页上面还要注册,在app上面可以直接打开看, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=96871613250, createdName=medcardio, createdTime=Sun Jan 24 12:02:00 CST 2016, time=2016-01-24, status=1, ipAttribution=)]
    2016-03-03 忠诚向上

    继续努力

    0

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    2016-03-03 忠诚向上

    好好学习

    0

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    2016-02-18 sxlw

    好文章

    0

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    2016-02-01 Hades-SH

    小手一抖,一分拿走

    0

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    2016-01-27 李继凯

    好好学习一下

    0

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    2016-01-27 李继凯

    受教了

    0

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    2016-01-26 doctording1

    诶。忽悠人的东西让人防不胜防

    0

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    2016-01-26 老段

    有意思

    0

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    2016-01-25 1ddfa50bm10(暂无匿称)

    端正态度,实事求是,树立良好的科研之风

    0

  10. [GetPortalCommentsPageByObjectIdResponse(id=66972, encodeId=28e7669e280, content=继续努力, beContent=null, objectType=article, channel=null, level=null, likeNumber=79, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Thu Mar 03 07:14:00 CST 2016, time=2016-03-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66971, encodeId=17b6669e10f, content=好好学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Thu Mar 03 07:14:00 CST 2016, time=2016-03-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64610, encodeId=423164610ad, content=好文章, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Feb 18 07:59:00 CST 2016, time=2016-02-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=62440, encodeId=5898624400c, content=小手一抖,一分拿走, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c0cc1685295, createdName=Hades-SH, createdTime=Mon Feb 01 12:28:00 CST 2016, time=2016-02-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=61622, encodeId=f6106162263, content=好好学习一下, beContent=null, objectType=article, channel=null, level=null, likeNumber=123, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=240a1683959, createdName=李继凯, createdTime=Wed Jan 27 23:49:00 CST 2016, time=2016-01-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=61616, encodeId=14b7616165b, content=受教了, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=240a1683959, createdName=李继凯, createdTime=Wed Jan 27 23:48:00 CST 2016, time=2016-01-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=59406, encodeId=f48e5940694, content=诶。忽悠人的东西让人防不胜防, beContent=null, objectType=article, channel=null, level=null, likeNumber=105, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=59121683644, createdName=doctording1, createdTime=Tue Jan 26 13:55:00 CST 2016, time=2016-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=59281, encodeId=392a59281f7, content=有意思, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=2d331664955, createdName=老段, createdTime=Tue Jan 26 07:54:00 CST 2016, time=2016-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=59160, encodeId=547f59160c4, content=端正态度,实事求是,树立良好的科研之风, beContent=null, objectType=article, channel=null, level=null, likeNumber=154, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c3331665101, createdName=1ddfa50bm10(暂无匿称), createdTime=Mon Jan 25 11:25:00 CST 2016, time=2016-01-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=58970, encodeId=8223589e095, content=还是在app上面比较好,在网页上面还要注册,在app上面可以直接打开看, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=96871613250, createdName=medcardio, createdTime=Sun Jan 24 12:02:00 CST 2016, time=2016-01-24, status=1, ipAttribution=)]
    2016-01-24 medcardio

    还是在app上面比较好,在网页上面还要注册,在app上面可以直接打开看

    0

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