使用SPSS实现1:1倾向性评分匹配(PSM)

2017-10-19 医咖会医咖会

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(propensity scor

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(propensity score matching, PSM)可以有效降低混杂偏倚，并且在整个研究设计阶段，得到类似随机对照研究的效果。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。这么“高大上”的倾向性评分匹配，是不是超级难学？错矣！今天就带大家轻松搞定1:1倾向性评分匹配。作为“稀罕”大招，并不是在所有版本的SPSS都可以实现倾向性评分匹配，仅在SPSS22及以上自带简易版PSM，对于其他版本或者想要体验完整版功能，就不得不去安装相应的软件（R软件、SPSS R插件、PS matching插件。。。超级难安装！那是需要运气和耐心的！）。本次使用SPSS 22为大家演示1:1倾向性评分匹配。一、问题与数据某

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2024-04-01 DFL 来自广东省

逆概率加权能做吗

53 0
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2024-03-22 ms4000000798731212

请问老师SPSS哪个版本可以做倾向性评分？

49 0
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2019-01-14 120c2834m13(暂无昵称)

非常感谢讲的很详细

112 0
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2018-01-20 1216be2dm50暂无昵称

请问三组的匹配怎么操作?就直接多加一组数据么?

104 0
[GetPortalCommentsPageByObjectIdResponse(id=2196457, encodeId=e99b219645edd, content=逆概率加权能做吗, beContent=null, objectType=article, channel=null, level=null, likeNumber=53, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTJXZOE1LAocibiaPB6m8tRWibiabA4OibLI6twzcsCIpWcUaQF0D4vbx3wicdoevTOvrk3UwzZncFzXwhFw/132, createdBy=31805202593, createdName=DFL, createdTime=Mon Apr 01 15:10:59 CST 2024, time=2024-04-01, status=1, ipAttribution=广东省), GetPortalCommentsPageByObjectIdResponse(id=2194717, encodeId=ff962194e1760, content=请问老师SPSS哪个版本可以做倾向性评分？, beContent=null, objectType=article, channel=null, level=null, likeNumber=49, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f1058995339, createdName=ms4000000798731212, createdTime=Fri Mar 22 15:46:38 CST 2024, time=2024-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=358117, encodeId=312535811ebf, content=非常感谢讲的很详细 , beContent=null, objectType=article, channel=null, level=null, likeNumber=112, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLNibQE85E0sLrn9iasdRSCTB5e7ow6EC5ETpKiamzthjhFVNLpj6qKIeianjHUhQl32fPQtkdsiatFfLQ/132, createdBy=4d852205064, createdName=120c2834m13(暂无昵称), createdTime=Mon Jan 14 12:23:02 CST 2019, time=2019-01-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=280421, encodeId=048c2804218e, content=请问三组的匹配怎么操作?就直接多加一组数据么?, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c1882253092, createdName=1216be2dm50暂无昵称, createdTime=Sat Jan 20 18:07:54 CST 2018, time=2018-01-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=275537, encodeId=73b82e5537f9, content=讲的太清楚了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=103, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2018/01/05/585da646ad4d1b3ee3377001fa5e7102.jpg, createdBy=686d2238676, createdName=Prolly, createdTime=Fri Jan 05 00:17:20 CST 2018, time=2018-01-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=263445, encodeId=090d263445d7, content=这方面真的是基础啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/11/20/02e70d8a81756be978c1ac6ecae73990.jpg, createdBy=a0592196997, createdName=暂20a6e63m, createdTime=Wed Nov 22 22:22:17 CST 2017, time=2017-11-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254341, encodeId=9f8725434161, content=谢谢分享.很好, beContent=null, objectType=article, channel=null, level=null, likeNumber=105, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=a6831717982, createdName=微分, createdTime=Thu Oct 19 16:24:50 CST 2017, time=2017-10-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254335, encodeId=d00525433503, content=这方面感觉自己还需要继续学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=59, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c7052030458, createdName=1e2332e9m29(暂无匿称), createdTime=Thu Oct 19 16:15:03 CST 2017, time=2017-10-19, status=1, ipAttribution=)]
2018-01-05 Prolly

讲的太清楚了.谢谢

103 0
[GetPortalCommentsPageByObjectIdResponse(id=2196457, encodeId=e99b219645edd, content=逆概率加权能做吗, beContent=null, objectType=article, channel=null, level=null, likeNumber=53, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTJXZOE1LAocibiaPB6m8tRWibiabA4OibLI6twzcsCIpWcUaQF0D4vbx3wicdoevTOvrk3UwzZncFzXwhFw/132, createdBy=31805202593, createdName=DFL, createdTime=Mon Apr 01 15:10:59 CST 2024, time=2024-04-01, status=1, ipAttribution=广东省), GetPortalCommentsPageByObjectIdResponse(id=2194717, encodeId=ff962194e1760, content=请问老师SPSS哪个版本可以做倾向性评分？, beContent=null, objectType=article, channel=null, level=null, likeNumber=49, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f1058995339, createdName=ms4000000798731212, createdTime=Fri Mar 22 15:46:38 CST 2024, time=2024-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=358117, encodeId=312535811ebf, content=非常感谢讲的很详细 , beContent=null, objectType=article, channel=null, level=null, likeNumber=112, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLNibQE85E0sLrn9iasdRSCTB5e7ow6EC5ETpKiamzthjhFVNLpj6qKIeianjHUhQl32fPQtkdsiatFfLQ/132, createdBy=4d852205064, createdName=120c2834m13(暂无昵称), createdTime=Mon Jan 14 12:23:02 CST 2019, time=2019-01-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=280421, encodeId=048c2804218e, content=请问三组的匹配怎么操作?就直接多加一组数据么?, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c1882253092, createdName=1216be2dm50暂无昵称, createdTime=Sat Jan 20 18:07:54 CST 2018, time=2018-01-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=275537, encodeId=73b82e5537f9, content=讲的太清楚了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=103, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2018/01/05/585da646ad4d1b3ee3377001fa5e7102.jpg, createdBy=686d2238676, createdName=Prolly, createdTime=Fri Jan 05 00:17:20 CST 2018, time=2018-01-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=263445, encodeId=090d263445d7, content=这方面真的是基础啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/11/20/02e70d8a81756be978c1ac6ecae73990.jpg, createdBy=a0592196997, createdName=暂20a6e63m, createdTime=Wed Nov 22 22:22:17 CST 2017, time=2017-11-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254341, encodeId=9f8725434161, content=谢谢分享.很好, beContent=null, objectType=article, channel=null, level=null, likeNumber=105, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=a6831717982, createdName=微分, createdTime=Thu Oct 19 16:24:50 CST 2017, time=2017-10-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254335, encodeId=d00525433503, content=这方面感觉自己还需要继续学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=59, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c7052030458, createdName=1e2332e9m29(暂无匿称), createdTime=Thu Oct 19 16:15:03 CST 2017, time=2017-10-19, status=1, ipAttribution=)]
2017-11-22 暂20a6e63m

这方面真的是基础啊

120 0
[GetPortalCommentsPageByObjectIdResponse(id=2196457, encodeId=e99b219645edd, content=逆概率加权能做吗, beContent=null, objectType=article, channel=null, level=null, likeNumber=53, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTJXZOE1LAocibiaPB6m8tRWibiabA4OibLI6twzcsCIpWcUaQF0D4vbx3wicdoevTOvrk3UwzZncFzXwhFw/132, createdBy=31805202593, createdName=DFL, createdTime=Mon Apr 01 15:10:59 CST 2024, time=2024-04-01, status=1, ipAttribution=广东省), GetPortalCommentsPageByObjectIdResponse(id=2194717, encodeId=ff962194e1760, content=请问老师SPSS哪个版本可以做倾向性评分？, beContent=null, objectType=article, channel=null, level=null, likeNumber=49, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f1058995339, createdName=ms4000000798731212, createdTime=Fri Mar 22 15:46:38 CST 2024, time=2024-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=358117, encodeId=312535811ebf, content=非常感谢讲的很详细 , beContent=null, objectType=article, channel=null, level=null, likeNumber=112, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLNibQE85E0sLrn9iasdRSCTB5e7ow6EC5ETpKiamzthjhFVNLpj6qKIeianjHUhQl32fPQtkdsiatFfLQ/132, createdBy=4d852205064, createdName=120c2834m13(暂无昵称), createdTime=Mon Jan 14 12:23:02 CST 2019, time=2019-01-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=280421, encodeId=048c2804218e, content=请问三组的匹配怎么操作?就直接多加一组数据么?, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c1882253092, createdName=1216be2dm50暂无昵称, createdTime=Sat Jan 20 18:07:54 CST 2018, time=2018-01-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=275537, encodeId=73b82e5537f9, content=讲的太清楚了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=103, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2018/01/05/585da646ad4d1b3ee3377001fa5e7102.jpg, createdBy=686d2238676, createdName=Prolly, createdTime=Fri Jan 05 00:17:20 CST 2018, time=2018-01-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=263445, encodeId=090d263445d7, content=这方面真的是基础啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/11/20/02e70d8a81756be978c1ac6ecae73990.jpg, createdBy=a0592196997, createdName=暂20a6e63m, createdTime=Wed Nov 22 22:22:17 CST 2017, time=2017-11-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254341, encodeId=9f8725434161, content=谢谢分享.很好, beContent=null, objectType=article, channel=null, level=null, likeNumber=105, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=a6831717982, createdName=微分, createdTime=Thu Oct 19 16:24:50 CST 2017, time=2017-10-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254335, encodeId=d00525433503, content=这方面感觉自己还需要继续学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=59, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c7052030458, createdName=1e2332e9m29(暂无匿称), createdTime=Thu Oct 19 16:15:03 CST 2017, time=2017-10-19, status=1, ipAttribution=)]
2017-10-19 微分

谢谢分享.很好

105 0
[GetPortalCommentsPageByObjectIdResponse(id=2196457, encodeId=e99b219645edd, content=逆概率加权能做吗, beContent=null, objectType=article, channel=null, level=null, likeNumber=53, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTJXZOE1LAocibiaPB6m8tRWibiabA4OibLI6twzcsCIpWcUaQF0D4vbx3wicdoevTOvrk3UwzZncFzXwhFw/132, createdBy=31805202593, createdName=DFL, createdTime=Mon Apr 01 15:10:59 CST 2024, time=2024-04-01, status=1, ipAttribution=广东省), GetPortalCommentsPageByObjectIdResponse(id=2194717, encodeId=ff962194e1760, content=请问老师SPSS哪个版本可以做倾向性评分？, beContent=null, objectType=article, channel=null, level=null, likeNumber=49, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f1058995339, createdName=ms4000000798731212, createdTime=Fri Mar 22 15:46:38 CST 2024, time=2024-03-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=358117, encodeId=312535811ebf, content=非常感谢讲的很详细 , beContent=null, objectType=article, channel=null, level=null, likeNumber=112, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLNibQE85E0sLrn9iasdRSCTB5e7ow6EC5ETpKiamzthjhFVNLpj6qKIeianjHUhQl32fPQtkdsiatFfLQ/132, createdBy=4d852205064, createdName=120c2834m13(暂无昵称), createdTime=Mon Jan 14 12:23:02 CST 2019, time=2019-01-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=280421, encodeId=048c2804218e, content=请问三组的匹配怎么操作?就直接多加一组数据么?, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c1882253092, createdName=1216be2dm50暂无昵称, createdTime=Sat Jan 20 18:07:54 CST 2018, time=2018-01-20, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=275537, encodeId=73b82e5537f9, content=讲的太清楚了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=103, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2018/01/05/585da646ad4d1b3ee3377001fa5e7102.jpg, createdBy=686d2238676, createdName=Prolly, createdTime=Fri Jan 05 00:17:20 CST 2018, time=2018-01-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=263445, encodeId=090d263445d7, content=这方面真的是基础啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=120, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/11/20/02e70d8a81756be978c1ac6ecae73990.jpg, createdBy=a0592196997, createdName=暂20a6e63m, createdTime=Wed Nov 22 22:22:17 CST 2017, time=2017-11-22, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254341, encodeId=9f8725434161, content=谢谢分享.很好, beContent=null, objectType=article, channel=null, level=null, likeNumber=105, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=a6831717982, createdName=微分, createdTime=Thu Oct 19 16:24:50 CST 2017, time=2017-10-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=254335, encodeId=d00525433503, content=这方面感觉自己还需要继续学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=59, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=c7052030458, createdName=1e2332e9m29(暂无匿称), createdTime=Thu Oct 19 16:15:03 CST 2017, time=2017-10-19, status=1, ipAttribution=)]
2017-10-19 1e2332e9m29(暂无匿称)

这方面感觉自己还需要继续学习

59 0

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