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Ontology-Based Personalized Cognitive Behavioural Plans for Patients with Mild Depression
Aditi Nair1, Syed Sibte Raza Abidi1, William Van Woensel1
1NICHE Research Group, Faculty of Computer Science, Dalhousie University, Canada.
This study developed a Cognitive Behavioural Therapy (CBT) ontology to create personalized treatment plans for mild depression. This structured knowledge base enhances computerized CBT (CCBT) accessibility and intervention transparency.
Area of Science:
- Psychology
- Computer Science
- Knowledge Management
Background:
- Cognitive Behavioural Therapy (CBT) is a leading psychotherapy for depression.
- Computerized CBT (CCBT) aims to improve therapy accessibility.
- A standardized domain understanding is needed for CCBT knowledge management.
Purpose of the Study:
- To develop a CBT ontology for aggregating and operationalizing CCBT knowledge.
- To enable the generation of personalized action plans for mild depression treatment.
- To ensure transparency in evidence-based interventions within CCBT systems.
Main Methods:
- A Knowledge Management approach was used to synthesize CBT knowledge.
- The CBT ontology was developed using Web Ontology Language (OWL) and Semantic Web Rule Language (SWRL).
- Formative evaluation assessed the ontology's completeness, consistency, and conciseness.
Main Results:
- A comprehensive CBT ontology was created.
- The ontology facilitates the generation of personalized action plans for mild depression.
- Ontology-enabled systems offer traceable, evidence-based treatment recommendations.
Conclusions:
- The developed CBT ontology effectively structures knowledge for computerized applications.
- This approach enhances the personalization and transparency of CCBT interventions.
- The ontology serves as a foundation for advancing digital mental health tools.
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