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	<title>PMean &#187; Data sharing</title>
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	<link>http://blog.pmean.com</link>
	<description>A blog about statistics, evidence-based medicine, and research ethics</description>
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		<title>Recommended: Copyright and Data</title>
		<link>http://blog.pmean.com/copyright-data/</link>
		<comments>http://blog.pmean.com/copyright-data/#comments</comments>
		<pubDate>Sun, 07 Apr 2019 21:37:20 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Data sharing]]></category>

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		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/copyright-data/">new website</a>.</p>
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		<title>Recommended: Making it easier to discover data sets</title>
		<link>http://blog.pmean.com/dataset-search/</link>
		<comments>http://blog.pmean.com/dataset-search/#comments</comments>
		<pubDate>Sat, 15 Sep 2018 01:17:54 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Data sharing]]></category>
		<category><![CDATA[Datasets]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1622</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/dataset-search/">new website</a>.</p>
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		<title>Recommended: The five safes, designing data access for research</title>
		<link>http://blog.pmean.com/five-safes/</link>
		<comments>http://blog.pmean.com/five-safes/#comments</comments>
		<pubDate>Fri, 07 Sep 2018 19:26:18 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Data sharing]]></category>

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		<title>Recommended: Dryad Digital Repository</title>
		<link>http://blog.pmean.com/dryad/</link>
		<comments>http://blog.pmean.com/dryad/#comments</comments>
		<pubDate>Wed, 16 Aug 2017 23:44:17 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Data sharing]]></category>
		<category><![CDATA[Datasets]]></category>

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		<description><![CDATA[This page is moving to a new website. I&#8217;ve been looking for something like this for a while. It is a repository for data sets associated with peer-reveiwed publications. I have only glanced at it briefly, but it looks fairly easy to use with a fair number of interesting data sets/publications. Dryad Digital Respository. Available [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/dryad/">new website</a>.</p>
<p>I&#8217;ve been looking for something like this for a while. It is a repository for data sets associated with peer-reveiwed publications. I have only glanced at it briefly, but it looks fairly easy to use with a fair number of interesting data sets/publications.<span id="more-1132"></span></p>
<p>Dryad Digital Respository. Available at <a href="http://datadryad.org/">http://datadryad.org/</a>.</p>
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" /></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/dryad/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: The FAIR Guiding Principles for scientific data management and stewardship</title>
		<link>http://blog.pmean.com/fair-principles/</link>
		<comments>http://blog.pmean.com/fair-principles/#comments</comments>
		<pubDate>Fri, 26 Aug 2016 02:40:06 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Data sharing]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=888</guid>
		<description><![CDATA[I&#8217;ve always been supportive of efforts to share data. For me, it&#8217;s a bit selfish, because I want to find interesting real world examples to use in teaching and on my web pages. But the issue goes way beyond this, of course. Sharing data is an ethical imperative, especially for federally funded research or research [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>I&#8217;ve always been supportive of efforts to share data. For me, it&#8217;s a bit selfish, because I want to find interesting real world examples to use in teaching and on my web pages. But the issue goes way beyond this, of course. Sharing data is an ethical imperative, especially for federally funded research or research that relies on volunteer subjects. It has led to many important discoveries beyond the realm of the original context in which the data was collected. In order for data sharing to be effective, you need to embrace four guiding principles: your data needs to findable, accessible, interoperable, and re-usable. This paper highlights those principles and offers some current examples of data sharing systems.</p>
<p><span id="more-888"></span></p>
<p>Wilkinson, M. D. et al. The FAIR Guiding Principles for scientific data management and stewardship. Sci. Data 3:160018 doi: 10.1038/sdata.2016.18 (2016). Available at <a href="http://www.nature.com/articles/sdata201618">http://www.nature.com/articles/sdata201618</a>.</p>
<p><img alt="" 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" /></p>
<p>This page has moved to <a href="http://new.pmean.com/fair-principles/">a new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/fair-principles/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>PMean: Two grumpy editorials at NEJM</title>
		<link>http://blog.pmean.com/grumpy-editorials/</link>
		<comments>http://blog.pmean.com/grumpy-editorials/#comments</comments>
		<pubDate>Fri, 22 Jan 2016 22:04:41 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Data sharing]]></category>
		<category><![CDATA[Quality improvement]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=610</guid>
		<description><![CDATA[I don&#8217;t have time to follow the journals as closely as I should, but I was shocked to find two very nasty editorials in recent issues of the New England Journal of Medicine. They are sharply critical of open sharing of data and of quality improvement efforts. The first, an editorial on data sharing, warns [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>I don&#8217;t have time to follow the journals as closely as I should, but I was shocked to find two very nasty editorials in recent issues of the New England Journal of Medicine. They are sharply critical of open sharing of data and of quality improvement efforts.<span id="more-610"></span></p>
<p>The first, <a href="http://www.nejm.org/doi/full/10.1056/NEJMe1516564#t=article">an editorial on data sharing</a>, warns us against &#8220;data parasites.&#8221; These are</p>
<blockquote><p>people who had nothing to do with the design and execution of the study but use another group’s data for their own ends, possibly stealing from the research productivity planned by the data gatherers, or even use the data to try to disprove what the original investigators had posited.</p></blockquote>
<p>Apparently, in order to avoid being a data parasite, you have to work closely with the original investigators. You can&#8217;t work on an &#8220;obvious extension&#8221; and your work has to acknowledge and offer coauthorship to the group that accumulated the original data.</p>
<p>To that I say, Pshaw! Some research can and should involve close work with the original investigators, but if failure to do so is parasitic, then the whole field of meta-analysis has been condemned.</p>
<p>There&#8217;s a quote by Harry Truman that is relevant here.</p>
<blockquote><p>It is amazing what you can accomplish if you do not care who gets the credit.</p></blockquote>
<p>If you are afraid to share your data because you are worried about someone else getting credit for your hard work, then I say you should get out of the business of medical research. Sure, you should keep your data private until you&#8217;ve written up the bulk of your research. But after that, cast your data upon the waters, and see what happens.</p>
<p>The second, <a href="http://www.nejm.org/doi/full/10.1056/NEJMp1512402#t=article">an editorial against the standardization of the delivery of medical care</a>,  claims that lean six sigma experts intent on standardizing every aspect of medical care are lurking outside your office with a stopwatch. They invent a term, medical Taylorism, that is a gross mischaracterization of lean six sigma.</p>
<p>Perhaps some bureaucrats have co-opted the quality improvement movement to squeeze a few dollars of profit at the expense of medical care. But anyone familiar with the movement will recognize lean six sigma as a rebellion against Taylorism. Wikipedia has a <a href="https://en.wikipedia.org/wiki/Scientific_management">nice summary of Taylorism</a>, by the way, in an article on scientific management, if you&#8217;re unfamiliar with this term. W. Edwards Deming, a pioneer in quality improvement, was a very harsh critic of Taylorism, and most current proponents of quality improvement would probably concur with his assessment. See <a href="http://www.kilkku.com/blog/2013/07/the-difference-between-lean-and-taylorism/">this blog post</a>, for example.</p>
<p>It&#8217;s important to realize that some aspects of medical care cannot and should not be standardized. But if anything, there is too little standardization, and <a href="http://www.ncbi.nlm.nih.gov/pubmed/23459732">rates of c-sections</a>, for example, show variations far beyond what can be accounted for by individual patient differences.</p>
<p>Both editorials take points (collaborate when you can, don&#8217;t standardize everything) that do have some limited validity and take them to extremes. They set up straw men (data parasites, medical Taylorism)  to convince you to embrace their message to keep these bad things from happening.</p>
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