Related Experiment Video
Updated: Jan 9, 2026
13:40
Combining Computer Game-Based Behavioural Experiments With High-Density EEG and Infrared Gaze Tracking
Published on: December 16, 2010
17.1K
My digital mentor: a mixed-methods study of user-GAI interactions
Lei Xian1, Guangqiu Cao2, Na Zhang2
1School of Management, Xiamen University, Xiamen, China.
Frontiers in Psychology
|December 4, 2025
Summary
Generative Artificial Intelligence (GAI) in online learning requires a combination of factors for long-term use. Perceived value and satisfaction, influenced by intelligence, accuracy, and support, drive sustained engagement with GAI tools.
Area of Science:
- Educational Technology
- Artificial Intelligence in Education
- Human-Computer Interaction
Background:
- Generative Artificial Intelligence (GAI) offers dynamic content for online learning.
- Existing research focuses on short-term GAI adoption, neglecting long-term usage and psychological factors.
Purpose of the Study:
- Investigate long-term (infusion) use of GAI in online learning.
- Identify psychological mechanisms driving GAI infusion use.
- Develop a framework for effective user-GAI interaction.
Main Methods:
- Two-stage mixed-methods approach: semi-structured interviews (N=26) followed by survey validation (N=327).
- Identified key factors: intelligence, explainability, response time, integrability, accuracy, source credibility, personalization, and emotional support.
- Employed fsQCA to determine factor configurations for infusion use.
Main Results:
- Eight identified factors influence infusion use through perceived value and satisfaction.
- No single factor is sufficient; combinations of factors are crucial for sustained GAI use.
- User-GAI interaction is mediated by psychological factors like perceived value and satisfaction.
Conclusions:
- Findings expand technology adoption literature in online learning.
- Practical implications for designing effective user-GAI interactions.
- Highlights the importance of a holistic approach to GAI integration in education.
Related Concept Videos
01:27Combined Effects of Drugs: Synergism
6.7K
Synergism is a useful mechanism where combining two or more drugs is more effective than each constituent used alone. Such combinations are also called supra-additive interactions. The drugs collectively enhance the final therapeutic effect by acting on different targets. Another advantage is that the low dose of each constituent drug is sufficient to achieve the desired effect. This helps reduce the duration of therapy and lower the adverse effects of these drugs.
Such synergistic combinations...
Such synergistic combinations...
6.7K
01:09Methods for Studying Drug Absorption: In situ
612
In situ experiments, such as the Doluisio method and Single-Pass Perfusion technique, provide critical insights into drug uptake by simulating in vivo conditions for drug absorption.
The Doluisio method involves perfusing a prepared segment of a rat's small intestine with a solution of radiolabeled drug and a non-absorbable marker. This helps to differentiate between absorbed and non-absorbed drug concentrations. The intestinal segment is connected at both ends using tubing and syringes,...
The Doluisio method involves perfusing a prepared segment of a rat's small intestine with a solution of radiolabeled drug and a non-absorbable marker. This helps to differentiate between absorbed and non-absorbed drug concentrations. The intestinal segment is connected at both ends using tubing and syringes,...
612
01:16Methods for Studying Drug Absorption: In vitro
550
In vitro experiments are crucial for understanding the transport and absorption of drugs through biological materials. These studies employ varied methods such as the diffusion cell method, the everted sac technique, and the everted ring technique.
The diffusion cell method uses a two-compartment cell, including a donor compartment with the drug solution, which simulates the environment where the drug is applied, and a receptor compartment with a buffer solution, which simulates the environment...
The diffusion cell method uses a two-compartment cell, including a donor compartment with the drug solution, which simulates the environment where the drug is applied, and a receptor compartment with a buffer solution, which simulates the environment...
550
01:13Data Collection by Experiments
26.9K
Data collection is a systematic method of obtaining, observing, measuring, and analyzing accurate information. An experimental study is a standard method of data collection that involves the manipulation of the samples by applying some form of treatment prior to data collection. It refers to manipulating one variable to determine its changes on another variable. The sample subjected to treatment is known as “experimental units.”
An example of the experimental method is a public...
An example of the experimental method is a public...
26.9K
01:19Interactions Between Signaling Pathways
7.2K
Signaling cascades usually lack linearity. Multiple pathways interact and regulate one another, allowing cells to integrate and respond to diverse environmental stimuli.
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
7.2K
01:16Crossover Experiments
4.5K
Crossover experiments, also called the repeated-measurements design, is a study design in which all experimental units are exposed to all treatments in different periods. Crossover experiments are generally used in psychology, the pharmaceutical industry, agriculture, and medicine.
Crossover designs are performed even with smaller sample sizes since the samples can act as their controls. These are better than simple randomized trials since patients are exposed to all the treatments.
Crossover designs are performed even with smaller sample sizes since the samples can act as their controls. These are better than simple randomized trials since patients are exposed to all the treatments.
4.5K