ArticleBehavioral sciences (Basel, Switzerland)2024
Latent Profile Analysis of AI Literacy and Trust in Mathematics Teachers and Their Relations with AI Dependency and 21st-Century Skills.
Article in Behavioral sciences (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 3 of them syntheses that pooled it.
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Who cites it
19 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Evaluating AI-powered instruction on Computed Tomography Angiography (CTA) teaching outcomes: a systematic review and meta-analysis.BMC medical education · 2026Pooled it
- The impact of generative artificial intelligence tools on assessment equity for non-native English-speaking medical students: a systematic review.BMC medical education · 2026Pooled it
- Addicted, attached, or just delegating? A scoping review on "problematic artificial intelligence use".Frontiers in psychology · 2026Pooled it
- Characteristics and determinants of artificial intelligence (AI) literacy in Chinese nursing students: A cross-sectional study.International journal of nursing studies advances · 2026Article
- Human-AI co-creation among Gen Z to build knowledge and learning effectiveness.Scientific reports · 2026Article
- The relationship between teachers' GAI use and students' social-emotional competence: the chain-mediating roles of teachers' AI literacy and AI self-efficacy.BMC psychology · 2026Article
- The Double-Edged Sword of AI Efficiency: Self-Efficacy Erosion as a Mediator Linking Instant Gratification and Perceived AI Efficacy to AI Dependency.Behavioral sciences (Basel, Switzerland) · 2026Article
- Task complexity and AI dependency among college students: the mediating roles of cognitive load, future anxiety, and task motivation.BMC psychology · 2026Article
- Psychological and technological predictors of AI literacy profiles: a latent profile analysis among Chinese college students.BMC psychology · 2026Article
- Professional knowledge complements general technology acceptance in mathematics teachers' critical behavioral intention toward AI.Frontiers in psychology · 2026Article
- Is Higher Academic Workload Associated with AI Dependency? Investigating the Roles of Academic Anxiety, Procrastination, and Satisfaction with AI.Psychology research and behavior management · 2026Article
- The dark side of AI in education: AI dependency as a mediator linking academic self-efficacy and teacher support to learning burnout among university students.Frontiers in psychology · 2026Article
- Are students dependent on AI in writing courses? Analyzing factors influencing dependence on generative AI through the I-PACE model.Frontiers in psychology · 2026Article
- Expectancy and value beliefs predicting generative AI use: evidence from Chinese university faculty.Frontiers in psychology · 2026Article
- The impact of university students' computational thinking on AI literacy: A longitudinal study based on SEM-PLS.PloS one · 2026Article
- Mathematics teachers' AI literacy, anxiety, and perceptions of AI integration in mathematics education: a mixed-methods study.BMC psychology · 2025Article
- The Impact of Entrepreneurs' AI Literacy on Entrepreneurial Resilience: The Role of AI Anxiety and Social Support.Behavioral sciences (Basel, Switzerland) · 2025Article
- Profiles of growth mindset and grit among rural Chinese students and their associations with math anxiety, motivation, and self-efficacy.Scientific reports · 2025Article
- Exploring the relationship between AI literacy, AI trust, AI dependency, and 21st century skills in preservice mathematics teachers.Scientific reports · 2025Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Artificial Intelligence (AI) technology, particularly generative AI, has positively impacted education by enhancing mathematics instruction with personalized learning experiences and improved data analysis. Nonetheless, variations in AI literacy, trust in AI, and dependency on these technologies among mathematics teachers can significantly influence their development of 21st-century skills such as self-confidence, problem-solving, critical thinking, creative thinking, and collaboration. This study aims to identify distinct profiles of AI literacy, trust, and dependency among mathematics teachers and examines how these profiles correlate with variations in the aforementioned skills. Using a cross-sectional research design, the study collected data from 489 mathematics teachers in China. A robust three-step latent profile analysis method was utilized to analyze the data. The research revealed five distinct profiles of AI literacy and trust among the teachers: (1) Basic AI Engagement; (2) Developing AI Literacy, Skeptical of AI; (3) Balanced AI Competence; (4) Advanced AI Integration; and (5) AI Expertise and Confidence. The study found that an increase in AI literacy and trust directly correlates with an increase in AI dependency and a decrease in skills such as self-confidence, problem-solving, critical thinking, creative thinking, and collaboration. The findings underscore the need for careful integration of AI technologies in educational settings. Excessive reliance on AI can lead to detrimental dependencies, which may hinder the development of essential 21st-century skills. The study contributes to the existing literature by providing empirical evidence on the impact of AI literacy and trust on the professional development of mathematics teachers. It also offers practical implications for educational policymakers and institutions to consider balanced approaches to AI integration, ensuring that AI enhances rather than replaces the critical thinking and problem-solving capacities of educators.
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