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Mapping AI Learning Readiness Self-Efficacy Worldwide: Scale Validation and Cross-Continental Patterns

Year of publication

2026

Authors

Oksanen, Atte; Osma, Teijo; Heiskari, Moona; Cvetkovic, Anica; Ruokosuo, Eerik Soares; Koike, Mayu; Arriaga, Patrícia; Savolainen, Iina

Organizations and authors

Tampere University

Cvetkovic Anica Orcid -palvelun logo

Oksanen Atte Orcid -palvelun logo

Savolainen Iina Orcid -palvelun logo

Heiskari Moona Orcid -palvelun logo

Osma Teijo

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Volume

7

Article number

100251

​Publication forum

91745

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Fully open publication channel

License of the publisher’s version

CC BY NC ND

Self-archived

Yes

License of the self-archived publication

CC BY NC ND

Other information

Fields of science

Social policy

Identified topic

[object Object]

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

No

DOI

10.1016/j.chbah.2026.100251

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes