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README.md

@@ -1,29 +1,39 @@
 ---
-                license: mit
-                tags:
-                - qsar
-                - cheminformatics
-                - drug-discovery
-                - machine-learning
-                ---
+license: mit
+tags:
+- qsar
+- cheminformatics
+- drug-discovery
+- machine-learning
+---
+
+# 🧬 About this Model
+
+This model was generated and shared through **QSAR IA**, an open-source platform designed to support QSAR studies, machine learning workflows, and scientific collaboration in cheminformatics and pharmaceutical research.
+
+## 👤 Researcher Information
+
+- **Researcher:** FERNANDA CAETANO DE MATTOS BASTOS CUNHA
+- **ORCID:** 0009-0009-5070-4480
+
+## 📖 Description
 
-                # About this model
+This repository contains a predictive model developed using the QSAR IA platform.
 
-                This model was generated using QSAR IA.
+The model has been published to facilitate scientific reproducibility, collaboration, and reuse by the research community.
 
-                ## Project Information
+## 📚 Citation
 
-                - Researcher: FERNANDA CAETANO DE MATTOS BASTOS CUNHA
-                - ORCID: 0009-0009-5070-4480
+If you use this model in your research, please cite the associated researcher and/or any related scientific publication.
 
-                ## Description
+## 🔬 Scientific Reproducibility
 
-                Predictive model generated through QSAR IA.
+This repository is part of the QSAR IA ecosystem, which aims to promote transparent and reproducible computational research in drug discovery and cheminformatics.
 
-                ## Citation
+## 🚀 About QSAR IA
 
-                If you use this model, please cite the associated researcher and//or publication.
+QSAR IA is an open-source platform developed to support the complete lifecycle of QSAR and machine learning projects.
 
-                ## About QSAR IA
+Project repository:
 
-                https://github.com/altobellibm/qsar_ia_project
+https://github.com/altobellibm/qsar_ia_project