== Neurodiagnoses: AI-Powered Diagnosis ==

Neurodiagnoses provides **two AI-assisted diagnostic systems**, allowing clinicians to compare a **probabilistic** and a **structured tridimensional approach**.

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===  Available Notebooks ===
Below are the Jupyter Notebooks implementing these diagnostic methods:

1. **Probabilistic Diagnosis Notebook**  
   - [Open Notebook](https://lab.jsc.ebrains.eu/hub/user-redirect/lab/tree/shared/Neurodiagnoses/probabilistic_diagnosis.ipynb)  
   - AI assigns multiple possible diagnoses with probability percentages.  
   - Example:  
     ```
     70% Frontotemporal Dementia  
     25% Vascular Dementia  
     5% Normal Pressure Hydrocephalus  
     ```
   - **Use Case:** Ranking differential diagnoses in complex cases.

2. **Tridimensional Diagnosis Notebook**  
   - [Open Notebook](https://lab.jsc.ebrains.eu/hub/user-redirect/lab/tree/shared/Neurodiagnoses/tridimensional_diagnosis.ipynb)  
   - AI provides structured diagnostic annotations based on:  
     - Axis 1: **Etiology** (genetic, metabolic, autoimmune, vascular)  
     - Axis 2: **Molecular Biomarkers** (CSF, PET, EEG, MRI features)  
     - Axis 3: **Neuroanatomoclinical Correlations** (functional brain regions, atrophy)  
   - **Use Case:** Precision neurology for biomarker-based classification.

Both notebooks run on **EBRAINS Jupyter Lab** and are available for real-time clinical testing.

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