This is a known result of using what is called "NHST", null hypothesis significance testing, to come to conclusions. It will automatically generate conflicting

This is a known result of using what is called "NHST", null hypothesis significance testing, to come to conclusions. It will automatically generate conflicting results and does nothing to lead to cumulative knowledge. Some discussion of that aspect can be found here: https://www.ncbi.nlm.nih.gov/pubmed/10153165 https://www.ncbi.nlm.nih.gov/pubmed/10153165 http://psycnet.apa.org/record/1996-04469-001 http://psycnet.apa.org/record/1996-04469-001