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Zhai, Xiaoming; Haudek, Kevin C.; Shi, Lehong; Nehm, Ross H.; Urban-Lurain, Mark – Journal of Research in Science Teaching, 2020
This study develops a framework to conceptualize the use and evolution of machine learning (ML) in science assessment. We systematically reviewed 47 studies that applied ML in science assessment and classified them into five categories: (a) constructed response, (b) essay, (c) simulation, (d) educational game, and (e) inter-discipline. We compared…
Descriptors: Computer Assisted Testing, Science Tests, Essays, Simulation

Spraggins, Charles C.; Rowsey, Robert E. – Journal of Research in Science Teaching, 1986
Analyzed outcomes of using worksheets or simulation games in a high school biology course. Results (based on data obtained from 83 students) showed that students taught by the simulation game method had comparable achievement gains to students taught using worksheets. Differences related to sex are noted and discussed. (JN)
Descriptors: Academic Achievement, Biology, Educational Games, High Schools