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在SPSS软件中实现1:1倾向性评分匹配(PSM)分析

2017-05-21 MedSci MedSci原创

谈起临床研究,如何设立一个靠谱的对照,有时候成为整个研究成败的关键。对照设立的一个非常重要的原则就是可比性,简单说就是对照组除了研究因素外,其他的因素应该尽可能和试验组保持一致,这里就不得不提随机对照试验。众所周知,随机对照试验中研究对象是否接受干预是随机的,这就保证了组间其他混杂因素均衡可比。 但是有些时候并不能实现随机化,比如说观察性研究。这时候倾向性评分匹配(propensit

谈起临床研究,如何设立一个靠谱的对照,有时候成为整个研究成败的关键。对照设立的一个非常重要的原则就是可比性,简单说就是对照组除了研究因素外,其他的因素应该尽可能和试验组保持一致,随机是最理想的策略!通过随机化,让两组间具有更好的可比性。然而,并不是所有这场合都能实现随机,尤其是回顾性研究,事实已经发生了,就很难再进行随机处理了。因此, 很多观察性研究,分组间不均衡是最常见的现象。 面对分组不均衡,基线不整齐,两组可比性差。经典的方法采用多因素回归分析处理。但是, 回归仍然有一定的缺陷。因此,目前一般采用一些新的策略进行,最常见的是倾向评分策略。 倾向评分策略又包括几种类型,如逆概率加权方法(IPTW),倾向性评分匹配(PSM)等。如果分组间的样本量比超过1:4范围,此时,回归分析的结果会受到很大影响。这时候,一般 建议采用倾向性评分匹配(propensity score matching, PSM)方法进行处理,其一,可以使两组样本数在可比范围(一般是1:1,1:2等),同时能有效降低混杂偏倚。与常规匹配相比,倾向性评分匹配能考虑更多匹配因素,提高研究效率和可信度。 这么“高大上”的倾

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  1. 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createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2022-03-25 ms8000000128337133

    你好,如何用SPSS进行均衡性检验呢

    1

    展开1条回复
  2. 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createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2020-04-12 ch_yanjiao

    匹配后的检验需要用配对卡方吗?

    0

  3. 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createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2018-02-25 121b66a0m53暂无昵称

    感谢.学习了

    0

  4. 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channel=null, level=null, likeNumber=84, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=7b972276204, createdName=121b66a0m53暂无昵称, createdTime=Sun Feb 25 20:13:02 CST 2018, time=2018-02-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=234414, encodeId=783d2344149e, content=学习了谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=94, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Thu Aug 17 11:44:16 CST 2017, time=2017-08-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=208588, encodeId=a11220858837, content=突然发现自己从文献中看的统计方法!很是欣喜!, beContent=null, objectType=article, channel=null, level=null, likeNumber=76, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6KcicAVC1MwuEYA6ZJS2RZEJp0LgvdXH072EszfvD8xib0UGViaFO626UZIkB4ibvY1NicVJDFUSYoQjZvL6gnjziaYl/0, createdBy=48511932758, createdName=1e0d2fb7m34(暂无匿称), createdTime=Fri Jun 09 10:55:35 CST 2017, time=2017-06-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=203208, encodeId=fc1c203208e3, content=寻寻觅觅的东西,值得学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K1rd14X5tKCSsG6BPqVL4VFZWBdmJzIOjrIZibsKzOCTKMq4Scmq41bXoqUwuicux0tksjqpUiath2O/0, createdBy=a4952044518, createdName=muzinanzi, createdTime=Sat May 27 12:22:23 CST 2017, time=2017-05-27, status=1, ipAttribution=), 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GetPortalCommentsPageByObjectIdResponse(id=201120, encodeId=e8f320112070, content=数理统计的学习越深入越有用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=37, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Mon May 22 07:59:07 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201030, encodeId=51052010304a, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-08-17 189****7206

    学习了谢谢分享

    0

  5. 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channel=null, level=null, likeNumber=84, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=7b972276204, createdName=121b66a0m53暂无昵称, createdTime=Sun Feb 25 20:13:02 CST 2018, time=2018-02-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=234414, encodeId=783d2344149e, content=学习了谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=94, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Thu Aug 17 11:44:16 CST 2017, time=2017-08-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=208588, encodeId=a11220858837, content=突然发现自己从文献中看的统计方法!很是欣喜!, beContent=null, 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createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-06-09 1e0d2fb7m34(暂无匿称)

    突然发现自己从文献中看的统计方法!很是欣喜!

    0

  6. 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createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-05-27 muzinanzi

    寻寻觅觅的东西,值得学习

    0

  7. 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objectType=article, channel=null, level=null, likeNumber=76, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6KcicAVC1MwuEYA6ZJS2RZEJp0LgvdXH072EszfvD8xib0UGViaFO626UZIkB4ibvY1NicVJDFUSYoQjZvL6gnjziaYl/0, createdBy=48511932758, createdName=1e0d2fb7m34(暂无匿称), createdTime=Fri Jun 09 10:55:35 CST 2017, time=2017-06-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=203208, encodeId=fc1c203208e3, content=寻寻觅觅的东西,值得学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K1rd14X5tKCSsG6BPqVL4VFZWBdmJzIOjrIZibsKzOCTKMq4Scmq41bXoqUwuicux0tksjqpUiath2O/0, createdBy=a4952044518, createdName=muzinanzi, createdTime=Sat May 27 12:22:23 CST 2017, time=2017-05-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=202558, encodeId=55ec202558f2, content=很实用,要尝试, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/xkvRjYnJzzRJ2R0y7VhicibvkjPWHjIMmu4ZpKnE9cWAu4lVicS3uDUCfF4M4JWvrkrYfpb2KehPV0Ee29tPqyPEebBUibiaKhnvD/0, createdBy=f8412001184, createdName=惠映实验室, createdTime=Thu May 25 23:43:58 CST 2017, time=2017-05-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201266, encodeId=3c4e201266cd, content=学习了,很实用的文章,感谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=60791943465, createdName=1e0f8808m18(暂无匿称), createdTime=Mon May 22 14:26:48 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201120, encodeId=e8f320112070, content=数理统计的学习越深入越有用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=37, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Mon May 22 07:59:07 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201030, encodeId=51052010304a, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-05-25 惠映实验室

    很实用,要尝试

    0

  8. 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channel=null, level=null, likeNumber=84, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=7b972276204, createdName=121b66a0m53暂无昵称, createdTime=Sun Feb 25 20:13:02 CST 2018, time=2018-02-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=234414, encodeId=783d2344149e, content=学习了谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=94, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Thu Aug 17 11:44:16 CST 2017, time=2017-08-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=208588, encodeId=a11220858837, content=突然发现自己从文献中看的统计方法!很是欣喜!, beContent=null, objectType=article, channel=null, level=null, likeNumber=76, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6KcicAVC1MwuEYA6ZJS2RZEJp0LgvdXH072EszfvD8xib0UGViaFO626UZIkB4ibvY1NicVJDFUSYoQjZvL6gnjziaYl/0, createdBy=48511932758, createdName=1e0d2fb7m34(暂无匿称), createdTime=Fri Jun 09 10:55:35 CST 2017, time=2017-06-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=203208, encodeId=fc1c203208e3, content=寻寻觅觅的东西,值得学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K1rd14X5tKCSsG6BPqVL4VFZWBdmJzIOjrIZibsKzOCTKMq4Scmq41bXoqUwuicux0tksjqpUiath2O/0, createdBy=a4952044518, createdName=muzinanzi, createdTime=Sat May 27 12:22:23 CST 2017, time=2017-05-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=202558, encodeId=55ec202558f2, content=很实用,要尝试, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/xkvRjYnJzzRJ2R0y7VhicibvkjPWHjIMmu4ZpKnE9cWAu4lVicS3uDUCfF4M4JWvrkrYfpb2KehPV0Ee29tPqyPEebBUibiaKhnvD/0, createdBy=f8412001184, createdName=惠映实验室, createdTime=Thu May 25 23:43:58 CST 2017, time=2017-05-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201266, encodeId=3c4e201266cd, content=学习了,很实用的文章,感谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=39, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=60791943465, createdName=1e0f8808m18(暂无匿称), createdTime=Mon May 22 14:26:48 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201120, encodeId=e8f320112070, content=数理统计的学习越深入越有用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=37, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Mon May 22 07:59:07 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201030, encodeId=51052010304a, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-05-22 1e0f8808m18(暂无匿称)

    学习了,很实用的文章,感谢分享。

    0

  9. 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channel=null, level=null, likeNumber=84, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=7b972276204, createdName=121b66a0m53暂无昵称, createdTime=Sun Feb 25 20:13:02 CST 2018, time=2018-02-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=234414, encodeId=783d2344149e, content=学习了谢谢分享, beContent=null, objectType=article, channel=null, level=null, likeNumber=94, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Thu Aug 17 11:44:16 CST 2017, time=2017-08-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=208588, encodeId=a11220858837, content=突然发现自己从文献中看的统计方法!很是欣喜!, beContent=null, objectType=article, channel=null, level=null, likeNumber=76, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6KcicAVC1MwuEYA6ZJS2RZEJp0LgvdXH072EszfvD8xib0UGViaFO626UZIkB4ibvY1NicVJDFUSYoQjZvL6gnjziaYl/0, createdBy=48511932758, createdName=1e0d2fb7m34(暂无匿称), createdTime=Fri Jun 09 10:55:35 CST 2017, time=2017-06-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=203208, encodeId=fc1c203208e3, content=寻寻觅觅的东西,值得学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K1rd14X5tKCSsG6BPqVL4VFZWBdmJzIOjrIZibsKzOCTKMq4Scmq41bXoqUwuicux0tksjqpUiath2O/0, createdBy=a4952044518, createdName=muzinanzi, createdTime=Sat May 27 12:22:23 CST 2017, time=2017-05-27, status=1, ipAttribution=), 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GetPortalCommentsPageByObjectIdResponse(id=201120, encodeId=e8f320112070, content=数理统计的学习越深入越有用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=37, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Mon May 22 07:59:07 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201030, encodeId=51052010304a, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-05-22 184****9840

    数理统计的学习越深入越有用。

    0

  10. 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objectType=article, channel=null, level=null, likeNumber=76, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo6KcicAVC1MwuEYA6ZJS2RZEJp0LgvdXH072EszfvD8xib0UGViaFO626UZIkB4ibvY1NicVJDFUSYoQjZvL6gnjziaYl/0, createdBy=48511932758, createdName=1e0d2fb7m34(暂无匿称), createdTime=Fri Jun 09 10:55:35 CST 2017, time=2017-06-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=203208, encodeId=fc1c203208e3, content=寻寻觅觅的东西,值得学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K1rd14X5tKCSsG6BPqVL4VFZWBdmJzIOjrIZibsKzOCTKMq4Scmq41bXoqUwuicux0tksjqpUiath2O/0, createdBy=a4952044518, createdName=muzinanzi, createdTime=Sat May 27 12:22:23 CST 2017, time=2017-05-27, status=1, ipAttribution=), 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GetPortalCommentsPageByObjectIdResponse(id=201120, encodeId=e8f320112070, content=数理统计的学习越深入越有用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=37, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Mon May 22 07:59:07 CST 2017, time=2017-05-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=201030, encodeId=51052010304a, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Mon May 22 05:16:22 CST 2017, time=2017-05-22, status=1, ipAttribution=)]
    2017-05-22 飛歌

    学习了很有用

    0

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