This study aims to develop a measurement tool that will allow a valid and reliable measurement of students' acceptance levels within the framework of the Unified Theory of Acceptance and Use of Technology (UTAUT) model concerning LMS. The study was conducted in the 2016-2017 academic year with three groups of participants consisting of 515 medical students. Expert opinion was obtained to examine content validity and face validity of the scale, and exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) were conducted to examine the construct validity of the conclusions based on measurements. A construct with four factors and 21 items was obtained at the end of the EFA, which explained 64.39% of the total variance. CFA results showed that the construct with four factors and 21 items had good fit to the data. The reliability of the measurements based on the scale was examined using Cronbach's Alpha and test-retest methods. To examine the discriminatory power of the items, adjusted item-total correlations and a comparison of top and bottom 27% of participants were used. Findings of the study show that the scale can be used as a tool that generates valid and reliable measurements of students' acceptance concerning LMS.