TY - BOOK AU - Herzog,Michael H. AU - Clarke,Aaron AU - Francis,Gregory AU - TI - Understanding statistics and experimental design: how to not lie with statistics T2 - Learning materials in biosciences SN - 3030034984 AV - QA276.F818.U534 2019 PY - 2019/// CY - Cham, Switzerland PB - Springer KW - Experimental design KW - Mathematical statistics KW - Research KW - Methodology N1 - 1; PART I; Basic Probability Theory --; Experimental Design and the Basics of Statistics: Signal detection Theory (SDT) --; The Core Concept of Statistics --; Variations on the t-test; PART II; The Multiple Testing Problem --; ANOVA --; Experimental design: Model Fits, Power, and Complex Designs --; Correlation; PART III; Meta-analysis --; Understanding replication --; Magnitude of excess success --; Suggested improvements and challenges; 2; b N2 - This open access textbook provides the background needed to correctly use, interpret and understand statistics and statistical data in diverse settings. Part III provides insight into meta-statistics (statistics of statistics) and demonstrates why experiments often do not replicate ER -