# RAG Resources for Vector Database Embeddings

This document lists the resources that were used for creating embeddings in the vector database for our mental health chatbot project. These resources include research articles, official manuals, and guidelines that provide authoritative information in mental health, psychosocial support, and culturally relevant interventions.

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## 1. Mental Health and Psychosocial Support (MHPSS) Arabic Vocabulary
A curated vocabulary for MHPSS in Arabic, useful for understanding terms and expressions in mental health contexts.
- [MHPSS Vocabulary in Arabic (PDF)](https://mhpsshub.org/wp-content/uploads/2023/05/MHPSS-Vocabulary-in-Arabic_30_may_2023.pdf)

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## 2. Perception of and Attitude towards Mental Illness in Oman
Research article examining public perception and attitudes toward mental illness in Oman.
- [SAGE Journals Article](https://journals.sagepub.com/doi/10.1177/002076402128783334)

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## 3. Mental Health Research Article
A research study providing relevant insights into mental health.
- [PubMed Article](https://pubmed.ncbi.nlm.nih.gov/34025104/)

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## 4. Mental Health First Aid by MHFA England
A comprehensive manual on mental health first aid interventions.
- [MHFA Manual - Digital (June 2023)](https://www.mindmapswellbeing.com/_webedit/uploaded-files/All%20Files/2025/MHFA%20learner%20files/MHFA%20Manual%20-%20Digital%20%28June%202023%29.pdf)

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## 5. Islamic Integrated Cognitive Behavior Therapy (IICBT)
A 10-session treatment manual for depression in clients with chronic physical illness, integrating Islamic cognitive behavioral approaches.
- [IICBT Therapist Manual (PDF)](https://spiritualityandhealth.duke.edu/files/2021/11/IICBT_Therapist_Manual_WB.pdf)

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## 6. Oman Health Vision
Official government document outlining Oman’s health vision and strategies.
- [Oman Health Vision (PDF)](https://faolex.fao.org/docs/pdf/oma169441.pdf)

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## 7. WHO Guidelines on Mental Health at Work
Guidelines for promoting mental health in workplace settings.
- [WHO Mental Health at Work Guidelines (PDF)](https://iris.who.int/server/api/core/bitstreams/6152a556-6893-4c4e-9ed8-094478bb25eb/content)

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## 8. WHO Mental Health Action Plan 2013–2020
Strategic framework for global mental health action.
- [WHO Mental Health Action Plan (PDF)](https://iris.who.int/server/api/core/bitstreams/a3368698-a5f7-491c-b26b-ee58b08868c6/content)

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These resources were utilized to generate embeddings for our vector database to enhance the chatbot's understanding and responses in mental health contexts, especially considering cultural and regional relevance.