Kim, E. et al. 2026. Metaphors and mathematical beliefs among Finnish pre-service teachers – A comparison of two teacher education pathways. NOMAD Nordic Studies in Mathematics Education. 31, 2 (May 2026). DOI:https://doi.org/10.7146/nomad.v31i2.156806.