Changes for page Methodology

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

From version 15.1
edited by manuelmenendez
on 2025/02/09 10:08
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To version 12.2
edited by manuelmenendez
on 2025/02/09 09:54
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Summary

Details

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Content
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1 -== **Overview** ==
1 +==== **Overview** ====
2 2  
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** ==
5 +=== **Workflow** ===
6 6  
7 7  1. (((
8 8  **We Use GitHub to [[Store and develop AI models, scripts, and annotation pipelines.>>https://github.com/Fundacion-de-Neurociencias/neurodiagnoses/discussions]]**
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20 20  
21 21  ----
22 22  
23 -== **1. Data Integration** ==
23 +=== **1. Data Integration** ===
24 24  
25 -=== **EBRAINS Medical Informatics Platform (MIP)**. ===
25 +== Overview ==
26 26  
27 +
27 27  Neurodiagnoses integrates clinical data via the **EBRAINS Medical Informatics Platform (MIP)**. MIP federates decentralized clinical data, allowing Neurodiagnoses to securely access and process sensitive information for AI-based diagnostics.
28 28  
29 -==== How It Works ====
30 +== How It Works ==
30 30  
31 31  
32 32  1. (((
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49 49  * Access is granted only after signing a **Data Usage Agreement (DUA)**.
50 50  )))
51 51  
52 -==== Implementation Steps ====
53 +== Implementation Steps ==
53 53  
54 54  
55 55  1. Clone the repository.
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61 61  
62 62  ----
63 63  
64 -=== Data Processing & Integration with Clinica.Run ===
65 += Data Processing & Integration with Clinica.Run =
65 65  
67 +
68 +== Overview ==
69 +
70 +
66 66  Neurodiagnoses now supports **Clinica.Run**, an open-source neuroimaging platform designed for **multimodal data processing and reproducible neuroscience workflows**.
67 67  
68 -==== How It Works ====
73 +== How It Works ==
69 69  
70 70  
71 71  1. (((
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87 87  * Neuroimaging data remains **within the original storage environment**.
88 88  )))
89 89  
90 -==== Implementation Steps ====
95 +== Implementation Steps ==
91 91  
92 92  
93 93  1. Install **Clinica.Run** dependencies.
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139 139  
140 140  ----
141 141  
142 -== **2. AI-Based Analysis** ==
147 +=== **2. AI-Based Analysis** ===
143 143  
144 144  ==== **Machine Learning & Deep Learning Models** ====
145 145  
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163 163  
164 164  ----
165 165  
166 -== **3. Diagnostic Framework & Clinical Decision Support** ==
171 +=== **3. Diagnostic Framework & Clinical Decision Support** ===
167 167  
168 168  ==== **Tridimensional Diagnostic Axes** ====
169 169  
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184 184  
185 185  ----
186 186  
187 -== **4. Computational Workflow & Annotation Pipelines** ==
192 +=== **4. Computational Workflow & Annotation Pipelines** ===
188 188  
189 189  ==== **Data Processing Steps** ====
190 190  
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209 209  
210 210  ----
211 211  
212 -== **5. Validation & Real-World Testing** ==
217 +=== **5. Validation & Real-World Testing** ===
213 213  
214 214  ==== **Prospective Clinical Study** ====
215 215  
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224 224  
225 225  ----
226 226  
227 -== **6. Collaborative Development** ==
232 +=== **6. Collaborative Development** ===
228 228  
229 229  The project is **open to contributions** from **researchers, clinicians, and developers**.
230 230  
... ... @@ -239,7 +239,7 @@
239 239  
240 240  ----
241 241  
242 -== **7. Tools and Technologies** ==
247 +=== **7. Tools and Technologies** ===
243 243  
244 244  ==== **Programming Languages:** ====
245 245