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Medical AI
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Medical AI

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@labdaps

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fabianofilho/README.md

Hi, I'm Dr. Fabiano Filho! 👋🩺

Physician · Data Scientist · AI in Health Specialist

LinkedIn Google Scholar Substack Medium Website


I'm a physician and data scientist passionate about using AI to transform healthcare. I currently serve as Medical Manager of Innovation and AI at Hapvida NotreDame Intermédica and am a PhD student in Machine Learning for Public Health at FSP-USP, researching multicalibration and fairness in predictive models to ensure AI is equitable across all populations. 🌱

  • 🏥 Medical AI Manager · Hapvida NotreDame Intermédica
  • 🎓 PhD Student · Machine Learning in Public Health · FSP-USP (LABDAPS)
  • 🔬 Research in fairness, multicalibration and dataset shift in health
  • 📍 São Paulo, Brazil · Vegan 🌱
  • ✉️ drfabianofilho@gmail.com

🧰 Toolbox

Languages & Frameworks

Python TypeScript R SQL

Machine Learning & AI

PyTorch scikit-learn XGBoost LangChain Ollama

Data & Infrastructure

DuckDB Streamlit FastAPI Docker Jupyter

Health & Interoperability

FHIR DATASUS


🚀 Featured Projects

Project Description Stack
datasus-ai-search Natural language queries over Brazilian epidemiological data (DATASUS) — no SQL needed Python · LLMs · DuckDB · Streamlit
amie-agents Conversational medical AI assistants inspired by Google DeepMind's AMIE, with multi-agent architecture MedGemma · FastAPI · LangChain · Ollama
digital-twins-health-ai Digital twins platform for health AI to simulate and predict clinical outcomes TypeScript · Clinical AI
ehr-open-health Open electronic health record system with FHIR interoperability TypeScript · FHIR · EHR

📚 Selected Publications

  • 📄 A bibliometric network analysis of coronavirus during the first eight months of COVID-19 · IJERPH, 2021 · 106 citations
  • 📄 Strategies for detecting and mitigating dataset shift in ML for health predictions · Journal of Biomedical Informatics, 2025
  • 📄 Predictive modeling of gestational weight gain: a ML multiclass classification study · BMC Pregnancy and Childbirth, 2024
  • 📄 Multicenter comparative analysis of local and aggregated data in COVID-19 outcome prediction · PLOS Digital Health, 2024

📊 GitHub Stats

Dr. Fabiano's GitHub Stats Most Used Languages


✍️ Content & Outreach


"Evidence-based medicine, combined with data science, has the power to transform patient care in a personalized and equitable way."

Pinned Loading

  1. portfolio portfolio Public

    Site de portfolio pessoal - Medico, Cientista de Dados e Especialista em IA na Saude. Gerente Medico de IA na Hapvida | Doutorando FSP-USP (LABDAPS).

    HTML

  2. medipynb medipynb Public

    ipython notebooks about medicine

    Jupyter Notebook 1

  3. datasus-ai-prediction datasus-ai-prediction Public

    Python 3 1

  4. awesome-medical-ai awesome-medical-ai Public

    A curated list of awesome resources for Medical AI: papers, datasets, tools, pre-trained models, hands-on code, and competitions.

    2 1

  5. awesome-health-datasets awesome-health-datasets Public

    Open datasets in Healthcare

    9 5

  6. awesome-healthcare-datasets awesome-healthcare-datasets Public

    Forked from geniusrise/awesome-healthcare-datasets

    Healthcare and biomedical datasets, for AI/ML

    1