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guyuwei/README.md

πŸ‘‹ Hi, I'm Yuwei Gu (鑾雨薇)

πŸŽ“ Ph.D. Applicant | AI in Medicine | Clinical Informatics
πŸ₯ Assistant Researcher & Intelligent Medical Project Manager
πŸ“ Ningbo Digital Twin Institute, Eastern Institute of Technology


🧭 Select Profile Mode

Click to switch between: 🧬 PhD | πŸ€– AI Researcher | 🩺 Medical AI


🧬 Academic Profile

🎯 Research Focus

  • Computational Medicine & Biomedical Signal Processing: Non-contact cardiac monitoring, physiological signal analysis
  • Clinical Machine Learning: Predictive models for rare inpatient events, model calibration and real-time deployment
  • Digital Health & Implementation Science: Wearable systems, pragmatic trials, and clinical integration

πŸ“š Education & Experience

  • MEng in Electronic Information, Hohai University (2021-2024) | GPA: 3.38/4
  • Assistant Researcher at Ningbo Digital Twin Institute (2024-Present)
  • Research Assistant at Huazhong University of Science and Technology (2022-2023)

πŸ“ˆ Academic Analytics

GitHub Stats Top Languages GitHub Trophies

πŸ“– Recent Publications

Status Journal Impact Factor Title
πŸ“ Under Review Diabetes Care 17.0 Predicting Next-Day Inpatient Hypoglycemia Risk Using Machine Learning
πŸ“ Under Review J. Med. Internet Res. 7.0 Comparative Effectiveness of AI-Driven Follow-Up Systems
πŸ“ Under Review Applied Soft Computing 6.6 MSMF-DBNet: Dual-Branch Model for Pulmonary Disease Recognition

πŸ€– Technical Projects & AI Expertise

πŸš€ Core Projects

Project Description Tech Stack Status
Hypoglycemia Predictor GMM-optimized ML model for inpatient risk prediction Python, sklearn, XGBoost πŸ“ Under Review
AI Follow-up System Automated NLP + ASR pipeline for clinical follow-up FastAPI, PyTorch, Transformers πŸ“ Under Review
Peter Pan Project AI-driven pediatric health monitoring and intervention system Python, TensorFlow, Mobile App πŸ”¬ In Development
DFU Classifier CNN-based diabetic foot ulcer grading system CNN, Grad-CAM, Medical Imaging πŸ”¬ In Development

πŸ’» Technical Skills

# Core Technologies
programming = ["Python", "MATLAB", "R", "C++", "SQL"]
ml_frameworks = ["TensorFlow", "PyTorch", "scikit-learn", "XGBoost"]
biomedical = ["Signal Processing", "Medical Imaging", "Clinical Data Mining"]
research = ["Mixed-Methods", "Statistical Analysis", "Grant Writing"]

πŸ“Š Activity Graph

Activity Graph

πŸ† Achievements

  • 5 Invention Patents (First Inventor: 3, Co-Inventor: 2)
  • 2 Software Copyrights for medical monitoring systems
  • Β₯400,000 Research Funding as Principal Investigator
  • 3 Published Papers in Q1/Q2 journals

🩺 Clinical AI & Translational Research

πŸ₯ Clinical Applications

  • Diabetic Foot Multimodal Neuropathy Warning System: AI-powered early detection and risk stratification
  • Dynamic Hypoglycemia Prediction Model: Multi-center validation with real-time clinical decision support
  • AI-Driven Telehealth Intervention: Integration with TCM pathways and pragmatic trial implementation

πŸ”¬ Research Projects

🎯 Principal Investigator Projects

  • Digital-Intelligence Assessment for Sarcopenia (2025-2027)
    • Funding: Β₯400,000 (Total: Β₯3,000,000)
    • Scope: Multimodal AI assessment, wearable intervention devices
    • Collaborators: Ningbo TCM Hospital, CAS Institute, NBU Affiliated Hospitals

🀝 Collaborative Research

  • Peter Pan Pediatric Health System: AI-driven monitoring and intervention for children's health
  • Comparative Follow-up RCT: Human vs AI-driven vs SMS interventions
  • Green Building Performance: Facility management optimization under dual carbon goals

πŸ“‹ Clinical Trials & Ethics

  • Trial Registration: 2025_MR-33-23-049768_ComparativeFollowUpRCT
  • IRB Approval: 2024_IRB_FAH_Ningbo_HUMAN_APPROVAL
  • Ethics Waiver: 2024 Yan 050RS (Retrospective EHR study)

πŸ₯ Clinical Partnerships

  • Ningbo Municipal Hospital of Traditional Chinese Medicine
  • The First Affiliated Hospital of Ningbo University
  • The Second Affiliated Hospital of Ningbo University
  • Huazhong University of Science and Technology

πŸ”— Connect & Collaborate

Google Scholar ORCID Email LinkedIn ResearchGate


🎯 Current Focus

πŸ“ Manuscripts in Preparation

  • GMM-Optimized Machine Learning Model for Next-Day Hypoglycemia Risk Prediction
  • Peter Pan Pediatric Health System - AI-driven children's health monitoring and intervention
  • Comparative Effectiveness Trial of AI-Driven vs Traditional Follow-up Systems

πŸ”¬ Research Interests

  • Computational Medicine: Non-contact physiological monitoring, AI-driven diagnostics
  • Clinical Machine Learning: Rare event prediction, model calibration, real-time deployment
  • Digital Health: Wearable systems, pragmatic trials, clinical integration

"Translating algorithms into impact β€” where AI meets medicine."

🌟 Profile Views

Profile Views

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