Machine learning meets traditional statistical methods in psychology: Challenges and future directions

Lavelle-Hill, R. E., Smith, G., & Murayama, K. (2023). Machine learning meets traditional statistical methods in psychology: Challenges and future directions [Preprint]. Open Science Framework.

Curiosity in cognitive science and personality psychology: Individual differences in information demand have a low dimensional structure that is predicted by personality traits

Jach, H., Cools, R., Frisvold, A., Grubb, M. A., Hartley, C. A., Hartmann, J., Hunter, L., Jia, R., De Lange, F., Larisch, R., Lavelle-Hill, R. E., Levy, I., Li, Y., Van Lieshout, L., Nussenbaum, K., Ravaioli, S., Wang, S., Wilson, R. C., Woodford, M., … Gottlieb, J. (2023). Curiosity in cognitive science and personality psychology: Individual differences in information demand have a low dimensional structure that is predicted by personality traits [Preprint]. PsyArXiv.

Screening Smarter, Not Harder: A Comparative Analysis of Machine Learning Screening Algorithms and Heuristic Stopping Criteria for Systematic Reviews in Educational Research

Campos, D., Fütterer, T., Gfrörer, T., Lavelle-Hill, R. E., Murayama, K., König, L., Hecht, M., Zitzmann, S., & Scherer, R. (2023). Screening Smarter, Not Harder: A Comparative Analysis of Machine Learning Screening Algorithms and Heuristic Stopping Criteria for Systematic Reviews in Educational Research. [Preprint]. PsyArXiv.

Understanding the psychological mechanisms of the voluntary viewing of negative images

Tamai, R., Shigemasu, H., & Murayama, K. (2023). Understanding the psychological mechanisms of the voluntary viewing of negative images.

A critique of motivation constructs: Motivation as psychological construction, not the determinant of behavior

Murayama, K., Jach, H. (2023). A critique of motivation constructs: Motivation as psychological construction, not the determinant of behavior. [Preprint]. PsyArXiv.

Thinking clearly about time-invariant confounders in cross-lagged panel models: A guide for model choice from causal inference perspective.

Murayama, K., & Gfrörer, T. (2022). Thinking clearly about time-invariant confounders in cross-lagged panel models: A guide for model choice from causal inference perspective. [Preprint]. PsyArXiv.

Understanding the forbidden fruit effect: People’s desire to see what is forbidden and unavailable.

FitzGibbon, L., Ogulumus, C., Fastrich, G. M., Lau, J. K. L., Aslan, S., Lepore, L., & Murayama, K. (Preprint). Understanding the forbidden fruit effect: People’s desire to see what is forbidden and unavailable.

Friendship networks and academic motivation: A longitudinal investigation examining selection and influence processes in adolescents.

Burgess, L. G., McNabb, C. B., FitzGibbon, L., Mulligan, N., Fancourt, A., Riddell, P., & Murayama, K. (Preprint). Friendship networks and academic motivation: A longitudinal investigation examining selection and influence processes in adolescents.

Curiosity carry-over effect.

Fastrich, G. M., & Murayama, K. (Preprint). Curiosity carry-over effect.