Page Category: HealthML

  • Teams

    Name email Dr. Javed Mostafa Professor & Dean, Faculty of Information, University of Toronto https://discover.research.utoronto.ca/54363-javed-mostafa dr.javedm@utoronto.ca Chaeyeon Park Visiting Researcher, Faculty of Information, University of Toronto chaeyeon.park@mail.utoronto.ca Nibras Ar Rakib Graduate Research Assistant, Faculty of Information, University of Toronto https://nibrasrakib.com/ nibras.rakib@mail.utoronto.ca

  • Tools and Data

    MIMIC-IV Clinical Dashboard Interactive dashboard for querying and exploring MIMIC-IV patient data across 7 disease categories. 🔗 https://mimic-clinical-dashboard-2n8xjc4xwkmspmbzvto5p9.streamlit.app/ Data Sources MIMIC-IV (PhysioNet) MIMIC-IV-ED Emergency department visits — triage, vitalsigns, diagnosis, medication records MIMIC-IV-HOSP Full hospital admissions — demographics, diagnoses, prescriptions, admissions Clinical Guidelines for RAG Pipeline â‘  AHA Guidelines Disease-specific guidelines for MI, stroke, and…

  • HealthML

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    A major challenge in clinical AI is building models that generalize across institutions. Models trained on one hospital’s data often fail when applied elsewhere —known as the Model Export Problem. This project develops a clinical data infrastructure using MIMIC-IV on Google Cloud Platform, with an interactive dashboard covering seven disease categories. The core research focuses…