ArticleScientific reports2025
Linking digital competence, self-efficacy, and digital stress to perceived interactivity in AI-supported learning contexts.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
11 citing papers in PubMed.
- The Serial Mediating Role of Cognitive Flexibility and Digital Literacy in the Relationship Between Metacognitive Awareness and Digital Well-Being.European journal of investigation in health, psychology and education · 2026Article
- Barriers and Facilitators to AI Implementation in Intensive Care Units in China: Qualitative Study Among Nurse Managers.Journal of medical Internet research · 2026Article
- In-Class AI Use and Attitudes Among University Students: The Different Mediating Roles of Cognitive Relief and Cognitive Offloading.Behavioral sciences (Basel, Switzerland) · 2026Article
- The Predictive Role of Community of Inquiry in Shaping Students' Creative Self-Concept: A Cross-Sectional Study.Nursing open · 2026Article
- The impact of DeepSeek's perceived interactivity on medical students' self-directed learning ability.Scientific reports · 2026Article
- AI literacy and college students' innovative thinking: chain mediating roles of AI interaction perception and AI attitudes.Frontiers in psychology · 2026Article
- The influence of physical activity self-efficacy on the continuance use of AI learning tools among physical education students: a three-wave longitudinal study.Frontiers in psychology · 2026Article
- The impact of artificial intelligence literacy on learning engagement among university students: the mediating role of psychological capital and the moderating role of professional identity.Frontiers in psychology · 2026Article
- Cognitive load, prior knowledge, and sustained learning intention in a generative-AI-supported digital cultural learning context.Frontiers in psychology · 2026Article
- The relationship between trait mindfulness and psychotic-like experiences in a brief AI-generated music listening context: the roles of presence, perceived interactivity, and emotional arousal.Frontiers in psychiatry · 2026Article
- School guidance support and growth in mathematics discourse feedback skills: a three-wave longitudinal mediation study.Frontiers in psychology · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As artificial intelligence technologies become more integrated into educational contexts, understanding how learners perceive and interact with such systems remains an important area of inquiry. This study investigated associations between digital competence and learners' perceived interactivity with artificial intelligence, considering the potential mediating roles of information retrieval self-efficacy and self-efficacy for human-robot interaction, as well as the potential moderating role of digital stress. Drawing on constructivist learning theory, the technology acceptance model, cognitive load theory, the identical elements theory, and the control-value theory of achievement emotions, a moderated serial mediation model was tested using data from 921 Chinese university students. The results indicated that digital competence was positively associated with perceived interactivity, both directly and indirectly through a sequential pathway involving the two forms of self-efficacy. Higher levels of digital stress were associated with a weaker indirect pathway, suggesting that elevated stress may constrain the extent to which self-efficacy is applied in artificial intelligence supported learning contexts. These findings suggest a multidimensional perspective on the cognitive and emotional factors associated with learner artificial intelligence interaction and may inform the design of digital learning environments that account for variation in learners' competence and stress tolerance.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.