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    <title>Reproducibility on Living Systems_</title>
    <link>https://livesys.se/tags/reproducibility/</link>
    <description>Recent content in Reproducibility on Living Systems_</description>
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      <title>Rewrite of Scicommander in Go with much improved algorithm</title>
      <link>https://livesys.se/posts/rewrite-of-scicommander-in-go/</link>
      <pubDate>Tue, 03 Sep 2024 11:15:02 +0200</pubDate>
      <guid>https://livesys.se/posts/rewrite-of-scicommander-in-go/</guid>
      <description>&lt;p&gt;When I presented a poster about&#xA;&lt;a href=&#34;https://github.com/samuell/scicommander&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;SciCommander&lt;/a&gt;&#xA; at the &lt;a href=&#34;https://livesys.se/posts/scicommander-0.3/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Swedish bioinformatics workshop&lt;/a&gt;&#xA; last year,&#xA;I got a lot of awesome feedback from some great people including Fredrik&#xA;Boulund, Johannes Alneberg and others, of which I unfortunately lost the names&#xA;(please shout out if you read this!).&lt;/p&gt;&#xA;&lt;p&gt;(For those new to SciCommander, it is my attempt at creating a tool that can&#xA;track complete provenance reports also for ad-hoc shell commands, not just&#xA;those included in a pipeline. The grand plan is also to integrate this&#xA;provenance tracking with those of popular pipelines, to enable seamless&#xA;provenance report generation across pipelines and ad-hoc commands).&lt;/p&gt;</description>
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      <title>SciCommander - track provenance of any shell command</title>
      <link>https://livesys.se/posts/scicommander-0.3/</link>
      <pubDate>Thu, 09 Nov 2023 18:38:00 +0100</pubDate>
      <guid>https://livesys.se/posts/scicommander-0.3/</guid>
      <description>&lt;p&gt;I haven&amp;rsquo;t written much about a new tool I&amp;rsquo;ve been working on in some&#xA;extra time: &lt;a href=&#34;https://github.com/samuell/scicommander&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;SciCommander&lt;/a&gt;&#xA;.&lt;/p&gt;&#xA;&lt;p&gt;I just presented a poster about it at the &lt;a href=&#34;https://sbw2023.nu&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Swedish Bioinformatics&#xA;Workshop 2023&lt;/a&gt;&#xA; , so perhaps let me first present you&#xA;the poster instead of re-iterating what it is (click to view large&#xA;version):&lt;/p&gt;&#xA;&lt;p&gt;&lt;a href=&#34;scicmd-poster-export-007.png&#34;&gt;&lt;p class=&#34;image&#34;&gt;&#xA;    &lt;img src=&#34;scicmd-poster-export-007.png&#34; alt=&#34;&#34;  /&gt;&#xA;&lt;/p&gt;&#xA;&lt;/a&gt;&#xA;&lt;/p&gt;&#xA;&lt;h3 id=&#34;new-version-not-requiring-running-the-scicmd-command&#34;&gt;New version not requiring running the scicmd command&lt;/h3&gt;&#xA;&lt;p&gt;I got a lot of great feedback from numerous people at the conference,&#xA;most of who pointed out that it would be great if one could start&#xA;scicommander as a kind of subshell, inside which one can run commands as&#xA;usual, instead of running them via the &lt;code&gt;scicmd -c&lt;/code&gt; command.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Linked Data Science - For improved understandability of computer-aided research</title>
      <link>https://livesys.se/posts/linked-data-science/</link>
      <pubDate>Fri, 21 Sep 2018 01:43:00 +0200</pubDate>
      <guid>https://livesys.se/posts/linked-data-science/</guid>
      <description>&lt;p&gt;&lt;em&gt;This is an excerpt from the &amp;ldquo;future outlook&amp;rdquo; section of my thesis&#xA;titled &lt;a href=&#34;http://uu.diva-portal.org/smash/record.jsf?pid=diva2%3A1242336&amp;amp;dswid=2522&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;&amp;ldquo;Reproducible Data Analysis in Drug Discovery with Scientific&#xA;Workflows and the Semantic&#xA;Web&amp;rdquo;&lt;/a&gt;&#xA;&#xA;(click for the open access full text), which aims to provide various&#xA;putative ways towards improved reproducibility, understandability and&#xA;verifiability of computer-aided research.&lt;/em&gt;&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;p&gt;&lt;a href=&#34;linkeddatascience.png&#34;&gt;&lt;p class=&#34;image&#34;&gt;&#xA;    &lt;img src=&#34;linkeddatascience.png&#34; alt=&#34;&#34;  /&gt;&#xA;&lt;/p&gt;&#xA;&lt;/a&gt;&#xA;&lt;/p&gt;&#xA;&lt;p&gt;Historically, something of a divide has developed between the metadata&#xA;rich datasets and approaches in the world of Semantic&#xA;Web/Ontologies/Linked Data, versus in the Big Data field in particular,&#xA;which has been at least initially mostly focused on large unstructured&#xA;datasets.&lt;/p&gt;</description>
    </item>
    <item>
      <title>To make computational lab note-taking happen, make the journal into a todo-list (a &#34;Todournal&#34;)</title>
      <link>https://livesys.se/posts/todournal/</link>
      <pubDate>Fri, 13 Apr 2018 16:15:00 +0200</pubDate>
      <guid>https://livesys.se/posts/todournal/</guid>
      <description>&lt;h2 id=&#34;good-lab-note-taking-is-hard&#34;&gt;Good lab note-taking is hard&lt;/h2&gt;&#xA;&lt;p&gt;Good note-taking is in my opinion as important for computational&#xA;research as for wet lab research. For computational research it is much&#xA;easier though to forget doing it, since you might not have a physical&#xA;notebook lying on your desk staring at you, but rather might need to&#xA;open a specific software or file, to write the notes. I think this is&#xA;one reason why lab note taking seems to happen a lot less among&#xA;computational scientists than among wet lab ditto.&lt;/p&gt;</description>
    </item>
    <item>
      <title>On Provenance Reports in Scientific Workflows</title>
      <link>https://livesys.se/posts/provenance-reports-in-scientific-workflows/</link>
      <pubDate>Thu, 19 Oct 2017 11:44:00 +0200</pubDate>
      <guid>https://livesys.se/posts/provenance-reports-in-scientific-workflows/</guid>
      <description>&lt;!-- raw HTML omitted --&gt;&#xA;&lt;p&gt;One of the more important tasks for a scientific workflow is to keep&#xA;track of so called &amp;ldquo;provenance information&amp;rdquo; about its data outputs -&#xA;information about how each data file was created. This is important so&#xA;other researchers can easily replicate the study (re-run it with the&#xA;same software and tools). It should also help for anyone wanting to&#xA;reproduce it (re-run the same study design, possibly with other software&#xA;and tools).&lt;/p&gt;</description>
    </item>
    <item>
      <title>The problem with make for scientific workflows</title>
      <link>https://livesys.se/posts/the-problem-with-make-for-scientific-workflows/</link>
      <pubDate>Sat, 14 Mar 2015 20:46:00 +0100</pubDate>
      <guid>https://livesys.se/posts/the-problem-with-make-for-scientific-workflows/</guid>
      <description>&lt;h2 id=&#34;selection_131png&#34;&gt;&lt;p class=&#34;image&#34;&gt;&#xA;    &lt;img src=&#34;selection_131.png&#34; alt=&#34;&#34;  /&gt;&#xA;&lt;/p&gt;&#xA;&lt;/h2&gt;&#xA;&lt;h2 id=&#34;the-workflow-problem-solved-once-and-for-all-in-1979&#34;&gt;The workflow problem solved once and for all in 1979?&lt;/h2&gt;&#xA;&lt;p&gt;As soon as the topic of scientific workflows is brought up, there are&#xA;always a few make fans fervently insisting that the problem of workflows&#xA;is solved once and for all with &lt;a href=&#34;http://www.gnu.org/software/make/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GNU&#xA;make&lt;/a&gt;&#xA;, written first in the 70&amp;rsquo;s :)&lt;/p&gt;&#xA;&lt;p&gt;Personally I haven&amp;rsquo;t been so sure. On the one hand, I know the tool&#xA;solves a lot of problems for many people. Also, there is something very&#xA;attractive about buildling on a tool that you can be sure will be&#xA;available on more or less every unix-like operating system, for decades&#xA;to come.&lt;/p&gt;</description>
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