Related Experiment Video
Updated: Jan 13, 2026

High-definition Transcranial Direct Current Stimulation over Right Dorsolateral Prefrontal Cortex to Enhance Metacognitive Sensitivity
Published on: September 26, 2025
Crystallizing Theory Evaluation: A Human-AI Collaborative Framework for Multi-Perspective Nursing Theory Analysis
Damla Er1, Kemal Yayla2, Betül Aktaş1
1Department of Public Health Nursing, Faculty of Health Sciences, İzmir Katip Çelebi University, İzmir, Türkiye.
The NLN/Jeffries Simulation Theory (JST) is a flexible tool in nursing education, not a weakness. A Human-AI framework reveals its strength as a boundary object, enhancing collaboration across education, research, and practice.
Area of Science:
- Nursing Education Theory
- Simulation Theory
- Meta-theoretical Analysis
Background:
- The NLN/Jeffries Simulation Theory (JST) is widely used but lacks theoretical clarity, leading to assessment challenges.
- Traditional evaluation methods are fragmented, failing to resolve contradictions in JST's application.
- A need exists for comprehensive theoretical analysis to understand JST's role in nursing education.
Purpose of the Study:
- To present a Human-AI collaborative framework for meta-theoretical analysis.
- To use JST as a case study to demonstrate the framework's utility.
- To re-evaluate the theoretical clarity and application of JST in nursing.
Main Methods:
- Developed a Human-AI collaborative framework based on crystallization.
- Integrated evaluation criteria from Fawcett, Meleis, and Walker and Avant.
- Employed AI for systematic analysis of theoretical evidence and human researchers for interpretation.
Main Results:
- JST's perceived lack of precision is a strength, enabling its function as a boundary object.
- The framework facilitated a comprehensive, meta-theoretical analysis of JST.
- AI augmented human interpretation, demonstrating a practical model for academic research.
Conclusions:
- JST serves as a flexible structure promoting collaboration in nursing education, research, and practice.
- Human-AI collaboration offers a transparent and effective model for academic research.
- Technological tools can enhance, not replace, scholarly critical judgment in nursing.
More Related Videos
Related Concept Videos
Theoretical Foundations of Nursing Practice
Theories provide a perspective to assess patients' conditions and organize data and methods. They also assist in analyzing and interpreting information. They represent a...
Patient-centered Care
Critical Thinking I
Current Trends in Nursing II
Critical Thinking II
Nursing Evaluation

