Validating the AIM–N: An AI-motivation and needs scale with multi-group invariance and MIMIC-DIF evidence in higher education

Laura Maska, Patra Vlachopanou, Dimitrios Kalamaras, Angeliki Tsameti

Open source

DOI: 10.1371/journal.pone.0341134
Published: 2026-03-13
Container: PLOS One
Publisher: Public Library of Science (PLoS)
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1371/journal.pone.0341134,
  title = {Validating the AIM–N: An AI-motivation and needs scale with multi-group invariance and MIMIC-DIF evidence in higher education},
  author = {Laura Maska and Patra Vlachopanou and Dimitrios Kalamaras and Angeliki Tsameti},
  year = {2026},
  journal = {PLOS One},
  doi = {10.1371/journal.pone.0341134},
  url = {https://doi.org/10.1371/journal.pone.0341134}
}

RIS

TY  - JOUR
TI  - Validating the AIM–N: An AI-motivation and needs scale with multi-group invariance and MIMIC-DIF evidence in higher education
AU  - Laura Maska
AU  - Patra Vlachopanou
AU  - Dimitrios Kalamaras
AU  - Angeliki Tsameti
PY  - 2026
JO  - PLOS One
DO  - 10.1371/journal.pone.0341134
UR  - https://doi.org/10.1371/journal.pone.0341134
ER  -

APA

Maska, L., Vlachopanou, P., Kalamaras, D., & Tsameti, A. (2026). Validating the AIM–N: An AI-motivation and needs scale with multi-group invariance and MIMIC-DIF evidence in higher education. PLOS One. https://doi.org/10.1371/journal.pone.0341134

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crossref · retrieved 2026-11-10T13:19:54.839Z