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Artificial intelligence (AI) is increasingly embedded in vocational education systems, yet empirical evidence linking institutional AI readiness to student learning outcomes remains limited. This study develops and tests a 2-2-1 cross-level…

Computers and Society · Computer Science 2026-03-23 Xiu Guan , Mingmin Zheng , Dragan Gašević , Wenxin Guo , Yingqun Liu , Xibin Han , Danijela Gasevic , Ruiling Ma , Qi Wu , Lixiang Yan

Teachers' trust in artificial intelligence (AI) in education depends on how they balance its perceived benefits and risks. Yet global discussions about scaling AI in education rely on fragmented evidence, as most studies of teachers'…

Computers and Society · Computer Science 2026-05-12 Yan Tao , Olga Viberg , Deepak Varuvel Dennison , Zhikun Wu , René F. Kizilcec

Self-regulated learning (SRL) and Artificial-Intelligence (AI) literacy are becoming key competencies for successful human-AI interactive learning, vital to future education. However, despite their importance, students face imbalanced and…

Computers and Society · Computer Science 2025-04-11 Long , Zhang , Shijun , Chen

As artificial intelligence (AI) systems become ubiquitous in professional contexts, there is an urgent need to equip workers, often with backgrounds outside of STEM, with the skills to use these tools effectively as well as responsibly,…

Computers and Society · Computer Science 2025-11-10 Christopher Bogart , Aparna Warrier , Arav Agarwal , Ross Higashi , Yufan Zhang , Jesse Flot , Jaromir Savelka , Heather Burte , Majd Sakr

In schools, teachers play a multitude of roles, serving as educators, counselors, decision-makers, and members of the school community. With recent advances in artificial intelligence (AI), there is increasing discussion about how AI can…

Human-Computer Interaction · Computer Science 2024-05-24 Soon-young Oh , Yongsu Ahn

As Artificial Intelligence (AI) becomes more pervasive in various aspects of life, AI literacy is becoming a fundamental competency that enables individuals to move safely and competently in an AI-pervaded world. There is a growing need to…

Human-Computer Interaction · Computer Science 2025-12-05 André Markus , Astrid Carolus , Carolin Wienrich

Artificial intelligence (AI) literacy is a rapidly growing research area and a critical addition to K-12 education. However, support for designing tools and curriculum to teach K-12 AI literacy is still limited. There is a need for…

Computers and Society · Computer Science 2020-09-23 Xiaofei Zhou , Jessica Van Brummelen , Phoebe Lin

Given that AI systems are set to play a pivotal role in future decision-making processes, their trustworthiness and reliability are of critical concern. Due to their scale and complexity, modern AI systems resist direct interpretation, and…

Artificial Intelligence · Computer Science 2025-01-03 Binxia Xu , Antonis Bikakis , Daniel Onah , Andreas Vlachidis , Luke Dickens

As artificial intelligence (AI) receives wider attention in education, examining teachers' acceptance of AI (TAAI) becomes essential. However, existing instruments measuring TAAI reported limited reliability and validity evidence and faced…

Computers and Society · Computer Science 2024-06-18 Shuchen Guo , Lehong Shi , Xiaoming Zhai

The influence of Artificial Intelligence (AI), and specifically Large Language Models (LLM), on education is continuously increasing. These models are frequently used by students, giving rise to the question whether current forms of…

Human-Computer Interaction · Computer Science 2025-07-02 Patrick Stokkink

As artificial intelligence (AI) becomes increasingly central to various fields, there is a growing need to equip K-12 students with AI literacy skills that extend beyond computer science. This paper explores the integration of a…

Artificial Intelligence · Computer Science 2024-12-24 Hanqi Li , Ruiwei Xiao , Hsuan Nieu , Ying-Jui Tseng , Guanze Liao

As more clinical workflows continue to be augmented by artificial intelligence (AI), AI literacy among physicians will become a critical requirement for ensuring safe and ethical AI-enabled patient care. Despite the evolving importance of…

The increasing availability and use of artificial intelligence (AI) tools in educational settings has raised concerns about students' overreliance on these technologies. Overreliance occurs when individuals accept incorrect AI-generated…

Computers and Society · Computer Science 2025-06-18 Griffin Pitts , Neha Rani , Weedguet Mildort , Eva-Marie Cook

This research addresses the growing need to measure and understand AI literacy in the context of generative AI technologies. Through three sequential studies involving a total of 517 participants, we establish AI literacy as a coherent,…

Human-Computer Interaction · Computer Science 2025-03-24 Ning Li , Wenming Deng , Jiatan Chen

Interest in K-12 AI Literacy education has surged in the past year, yet large-scale learning data remains scarce despite considerable efforts in developing learning materials and running summer programs. To make larger scale dataset…

Human-Computer Interaction · Computer Science 2024-12-20 Ruiwei Xiao , Ying-Jui Tseng , Hanqi Li , Hsuan Nieu , Guanze Liao , John Stamper , Kenneth Koedinger

Objective and scalable measurement of teaching quality is a persistent challenge in education. While Large Language Models (LLMs) offer potential, general-purpose models have struggled to reliably apply complex, authentic classroom…

Computation and Language · Computer Science 2025-11-07 Michael Hardy

As artificial intelligence (AI) becomes increasingly integrated into education, understanding how students perceive its risks is essential for supporting responsible and effective adoption. This research aimed to examine the relationships…

Computers and Society · Computer Science 2025-12-05 Ville Heilala , Pieta Sikström , Mika Setälä , Tommi Kärkkäinen

As generative AI systems are integrated into educational settings, students often encounter AI-generated output while working through learning tasks, either by requesting help or through integrated tools. Trust in AI can influence how…

Human-Computer Interaction · Computer Science 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

The integration of Artificial Intelligence (AI) in education requires scalable and efficient frameworks that balance performance, adaptability, and cost. This paper addresses these needs by proposing a shared backbone model architecture…

Computation and Language · Computer Science 2025-06-24 Ehsan Latif , Xiaoming Zhai

The increasing integration of AI tools in education has led prior research to explore their impact on learning processes. Nevertheless, most existing studies focus on higher education and conventional instructional contexts, leaving open…

Human-Computer Interaction · Computer Science 2025-12-25 Gaia Ebli , Bianca Raimondi , Maurizio Gabbrielli
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