Changes for page Methodology

Last modified by manuelmenendez on 2025/03/14 08:31

From version 11.1
edited by manuelmenendez
on 2025/02/02 21:31
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To version 6.1
edited by manuelmenendez
on 2025/02/01 11:57
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3 3  This project develops a **tridimensional diagnostic framework** for **CNS diseases**, incorporating **AI-powered annotation tools** to improve **interpretability, standardization, and clinical utility**. The methodology integrates **multi-modal data**, including **genetic, neuroimaging, neurophysiological, and biomarker datasets**, and applies **machine learning models** to generate **structured, explainable diagnostic outputs**.
4 4  
5 -=== **Workflow** ===
6 -
7 -1. (((
8 -**We Use GitHub to [[Store and develop AI models, scripts, and annotation pipelines.>>https://github.com/users/manuelmenendezgonzalez/projects/1/views/1]]**
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10 -* Create a **GitHub repository** for AI scripts and models.
11 -* Use **GitHub Projects** to manage research milestones.
12 -)))
13 -1. (((
14 -**We Use EBRAINS for Data & Collaboration**
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16 -* Store **biomarker and neuroimaging data** in **EBRAINS Buckets**.
17 -* Run **Jupyter Notebooks** in **EBRAINS Lab** to test AI models.
18 -* Use **EBRAINS Wiki** for structured documentation and research discussion.
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21 21  ----
22 22  
23 23  === **1. Data Integration** ===
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32 32  **Dimensionality Reduction and Interpretability:**
33 33  
34 34  * **Evaluate interpretability** using metrics like the **Area Under the Interpretability Curve (AUIC)**.
35 -* **Leverage [[DEIBO>>https://github.com/Mellandd/DEIBO]] (Data-driven Embedding Interpretation Based on Ontologies)** to connect model dimensions to ontology concepts.
19 +* **Leverage DEIBO (Data-driven Embedding Interpretation Based on Ontologies)** to connect model dimensions to ontology concepts.
36 36  
37 37  **Neuroimaging & EEG/MEG Data:**
38 38