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 ~~NOTOC~~ ~~NOTOC~~
  
-====== Concepts ======+{{fa>stack-overflow?48&align=right}} 
 +~~NOTOC~~ 
 + 
 + ====== Concepts ======
  
 //How to achieve fully reproducible research?// //How to achieve fully reproducible research?//
  
-Research, and particularly reproducible research, is highly complex. Therefore, we need strategies to deal with the essential complexity and reduce the accidential complexity. On a high level, there are three essential concepts. +Research, and particularly reproducible research, is highly complex. Therefore, we need strategies to deal with the essential complexity and reduce the accidential complexity. On a **high level**, there are three essential concepts.
- +
-\\+
  
 <WRAP group centeralign> <WRAP group centeralign>
 <WRAP third column> <WRAP third column>
 +<WRAP box round>
 [[.:abstraction:|{{fa>filter?48}}]] [[.:abstraction:|{{fa>filter?48}}]]
  
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 [[.:abstraction:|A mental model of data processing and analysis]] [[.:abstraction:|A mental model of data processing and analysis]]
 +</WRAP>
 </WRAP> </WRAP>
  
 <WRAP third column> <WRAP third column>
 +<WRAP box round>
 [[.:modularisation:|{{fa>cubes?48}}]] [[.:modularisation:|{{fa>cubes?48}}]]
  
 ===== Modularisation ===== ===== Modularisation =====
  
-[[.:modularisation:|Independent units allow for step-wise inplementation]]+[[.:modularisation:|Independent units allow for step-wise implementation]] 
 +</WRAP>
 </WRAP> </WRAP>
  
 <WRAP third column> <WRAP third column>
-[[.:automatisation:|{{fa>gears?48}}]]+<WRAP box round> 
 +[[.:automation:|{{fa>steam?48}}]]
  
-===== Automatisation =====+===== Automation =====
  
-[[.:automatisation:|Delegation enables focussing on the intellectual aspects]]+[[.:automation:|Enables to focus on the important aspects]] 
 +</WRAP>
 </WRAP> </WRAP>
 </WRAP> </WRAP>
  
  
-Low(er) level+\\
  
-  create metadata during data acquisition +On a **low(er) level**, there are a number of concepts or best practices that have emerged over the years in the author's lab. More details how to implement these concepts are given in the [[:tools:|{{fa>wrench}}]] [[:tools:|tools]] section. 
-  dataset: unit of (numeric) data and metadata + 
-  * central data storage -- save and secure + 
-  * open formats +<WRAP group centeralign> 
-  * self-documenting processing routines +<WRAP third column> 
-  recipes: storing how to arrive at a result/analysis, not the result as such +<WRAP box round> 
-  * unique IDs for all relevant pieces of information+[[.:metadata:|{{fa>info-circle?48}}]] 
 + 
 +===== Metadata ===== 
 + 
 +[[.:metadata:|Information available during data acquisition]] 
 +</WRAP> 
 +</WRAP> 
 + 
 +<WRAP third column> 
 +<WRAP box round> 
 +[[.:dataset:|{{fa>gears?48}}]] 
 + 
 +===== Dataset ===== 
 + 
 +[[.:dataset:|Unit of (numeric) data and accompanying metadata]] 
 +</WRAP> 
 +</WRAP> 
 + 
 +<WRAP third column> 
 +<WRAP box round> 
 +[[.:openformats:|{{fa>unlock?48}}]] 
 + 
 +===== Open formats ===== 
 + 
 +[[.:openformats:|Open formats for data and metadata]] 
 +</WRAP> 
 +</WRAP> 
 +</WRAP> 
 + 
 + 
 +<WRAP group centeralign> 
 +<WRAP third column> 
 +<WRAP box round> 
 +[[.:selfdocumenting:|{{fa>edit?48}}]] 
 + 
 +===== Self-documenting ===== 
 + 
 +[[.:selfdocumenting:|Logging processing and analysis routines]] 
 +</WRAP> 
 +</WRAP> 
 + 
 +<WRAP third column> 
 +<WRAP box round> 
 +[[.:recipes:|{{fa>list-ul?48}}]] 
 + 
 +===== Recipes ===== 
 + 
 +[[.:recipes:|Formalised instructions for complex tasks]] 
 +</WRAP> 
 +</WRAP> 
 + 
 +<WRAP third column> 
 +<WRAP box round> 
 +[[.:ids:|{{fa>id-badge?48}}]] 
 + 
 +===== Unique IDs ===== 
 + 
 +[[.:ids:|Unique and stable IDs for samples, datasets, ...]] 
 +</WRAP> 
 +</WRAP> 
 +</WRAP>
  
  
concepts/index.1548609989.txt.gz · Last modified: 2019/01/27 18:26 by till