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
on 2025/02/09 10:08
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To version 12.2
edited by manuelmenendez
on 2025/02/09 09:54
on 2025/02/09 09:54
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... ... @@ -1,8 +1,8 @@ 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]]** ... ... @@ -20,13 +20,14 @@ 20 20 21 21 ---- 22 22 23 -== **1. Data Integration** == 23 +=== **1. Data Integration** === 24 24 25 -== =**EBRAINS Medical InformaticsPlatform (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. ((( ... ... @@ -49,7 +49,7 @@ 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. ... ... @@ -61,11 +61,15 @@ 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. ((( ... ... @@ -87,7 +87,7 @@ 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. ... ... @@ -139,7 +139,7 @@ 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 ... ... @@ -163,7 +163,7 @@ 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 ... ... @@ -184,7 +184,7 @@ 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 ... ... @@ -209,7 +209,7 @@ 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 ... ... @@ -224,7 +224,7 @@ 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