Results-reproducibility.md

 # Introduction
-Results reproducibility is a very important issue in science. It has been already noted that in many cases reproducing your own results even after a few months (typical time scale of referee process) may be challenging. It is because in most cases it is not sufficient to have the same version of the code, but you also need precise knowledge about input parameters that were used and the computation process organization.
-Since the standard methodology in science is based on _try and fail_ methodology, typically at the end we end up with many datasets, and only a few of them is released to publication finally, while others serve as _experimental runs_.  Then, tracking of settings that were used for various runs becomes a problem. W-SLDA implements an automatic framework that allows for results reproduction. Namely, the generated **results** are always accompanied by the **reproducibility pack**:  
+Results reproducibility is a critical issue in science. It has been already noted that in many cases, reproducing your results even after a few months (typical time scale of referee process) may be challenging. In most cases, it is not sufficient to have the same version of the code, but you also need precise knowledge about the input parameters used and the same input data must be provided. Since the standard methodology in science is based on try and fail methodology, typically, the researcher ends up with many datasets. Only a few of them are released to publication finally, while others serve as experimental runs. Under such conditions tracking of changes introduced to codes in the research process becomes problematic. W-SLDA implements a methodology that does it automatically and allows for the reproduction of the results (up to machine precision). Namely, the generated **results** are always accompanied by the **reproducibility pack**, where complete information needed to reproduce them is included.   
 ![reproducibility](uploads/8ee07ac131aa636f0b6e041cc0948cac/reproducibility.png)
 
 # W-SLDA mechanism of results reproducibility