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Updated: Apr 5, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Shifting pharmacist medication counselling from directive monologue to collaborative dialogue using the CONNECT-6
Fahmi Hassan1, Ernieda Hatah2, Shamala Balan1
1Pharmacy Department, Hospital Tengku Ampuan Rahimah, Ministry of Health, Malaysia.
Pharmacists showed improved medication counselling skills after training in the CONNECT-6 framework. This structured approach enhances patient communication and adherence by integrating behavioural science principles.
Area of Science:
- Pharmacy Practice
- Behavioural Science
- Health Communication
Background:
- Current medication counselling frameworks often fail in real-world application due to siloed approaches.
- There is a need for integrated frameworks combining communication, behavioural science, and pharmacy practice.
Purpose of the Study:
- To develop and validate a structured, theory-informed medication counselling framework.
- To operationalize Motivational Interviewing principles with complementary behavioural models for pharmacists.
Main Methods:
- A mixed-methods validation study involving 27 pharmacists in Selangor, Malaysia.
- Training on the CONNECT-6 framework followed by pre- and post-intervention surveys and roleplay evaluations.
- Performance assessment using validated checklists and qualitative feedback via a hot wash session.
Main Results:
- Significant improvements in pharmacist competency across all domains post-intervention (p=0.002).
- Enhanced self-assessed understanding and confidence in patient motivation, education, and adherence assessment (p≤0.003).
- Qualitative data indicated a shift towards collaborative dialogue and improved therapeutic relationships.
Conclusions:
- The CONNECT-6 framework effectively enhances pharmacist competency and patient-centred communication.
- Integrating behavioural science theory into practice addresses critical gaps in medication counselling.
- CONNECT-6 shows potential for widespread implementation in various healthcare settings.
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