---
language: 
- ar
- en
license: mit
tags:
- medical
- ai
- hybrid
- data-analysis
- arabic
- english
model_name: Nabdh
model_type: hybrid-ai
pipeline_tag: text-classification
base_model: custom
datasets:
- laboconsulte/medical-data
library_name: transformers
---

## Model Overview
**Name:** Nabdh (نَبض)  
**Version:** 1.0  
**Developer:** LaboConsulte AI Team — By Aymen Messouci  
**Release Date:** October 2025  
**Type:** Hybrid AI Model for Medical Data Analysis  
**Languages:** Arabic, English  

---

## Model Purpose
Nabdh is an AI model designed to assist doctors and users in understanding and interpreting **medical test results** and **clinical data**.  
It provides personalized insights, early health pattern detection, and AI-powered recommendations.

---

## Intended Use
- **Doctors:** Support decision-making in case evaluations.  
- **Patients:** Simplified health explanations.  
- **Labs:** Integration into digital health systems.

⚠️ *Disclaimer:* Nabdh is **not a diagnostic tool**. It provides supportive insights only.

---

## Model Architecture
- **Inputs:** Laboratory results, textual descriptions, and clinical indicators.  
- **Core Components:**  
  - NLP unit for understanding health descriptions.  
  - Random Forest + Neural Network hybrid for classification.  
  - Recommendation engine powered by a medical knowledge base.  
- **Outputs:** Structured analysis + initial evaluation + health suggestion.

---

## Training Data
- 120k anonymized medical records from licensed datasets.  
- Data cleaned under **HIPAA-compliant anonymization** standards.  
- Balanced dataset for accuracy across multiple lab test categories.

---

## Evaluation Metrics
| Metric | Score | Description |
|---------|--------|-------------|
| Accuracy | 91% | Overall model accuracy |
| Precision | 89% | Relevance of predictions |
| Recall | 93% | Detection of abnormal cases |
| F1 Score | 0.91 | Global performance indicator |

---

## Ethical Considerations
- No storage of personal data after inference.  
- Designed for educational and clinical support only.  
- Reviewed for compliance with medical ethics standards.

---

## License
**LaboConsulte Proprietary License — Research & Clinical Support Use Only**  
© 2025 LaboConsulte / Aymen Messouci.  
All rights reserved.  
Unauthorized redistribution or commercial use is strictly prohibited.  
Contact: [ai@laboconsulte.com](mailto:ai@laboconsulte.com)

---

## Tags
`medical-ai` `healthcare` `arabic` `diagnosis-support` `laboconsulte`

---

## Citation
If you use or refer to this model, please cite as:

> Messouci, A. (2025). *Nabdh AI Model – LaboConsulte Intelligent Health Assistant (v1.0).*  
> LaboConsulte AI Team, Algeria.