Avatar

Junyi Gao (高峻逸)

junyii.gao AT gmail DOT com

PhD Student

Biography

I’m a PhD student at the University of Edinburgh funded by the HDR UK-Turing Wellcome PhD Programme supervised by Prof. Ewen Harrison. I also work closely with Prof. Liantao Ma as an external research advisor at Peking University. Previously, I was a PhD student at the University of Illinois at Urbana-Champaign supervised by Prof. Jimeng Sun. I am honored to have won the Global Championship of the Citadel PhD Datathon and to be awarded the 2025 Baidu Scholarship, recognizing the top 10 out of all global computer science nominees.

I work on AI for healthcare, including the following areas:

  • Medical foundation models – Medical LLMs evaluation, alignment and agent-based applications
  • Individual-level healthcare modelling – Clinical predictions with electronic health record (EHR) data
  • Population-level epidemiological modelling – Spatio-temporal predictions for public health tasks
  • Healthcare toolkits and platforms – Develop packages for Python and R AI4Health communities

News

  • I am honored to receive the 2025 Baidu Scholarship, awarded to the top 10 global CS awardees.
  • Our AI-Clinician interaction framework has been accepted to SAIL'25 and has been selected as the Best Abstract, receiving a $4,000 travel award.
  • 2 papers accepted in WWW'25. See ColaCare and ACT.

Education

  • PhD Student, 2022 - Present

    Funded by the HDR UK-Turing Wellcome PhD Programme

    University of Edinburgh

  • Master of Computer Science (Transferred from the PhD program), 2020 - 2022

    University of Illinois at Urbana-Champaign

  • Bachelor of Engineering in Software Engineering, 2015 - 2019

    Honored Graduate

    Beihang University

Experience

 
 
 
 
 

External research advisor

EECS, Peking University

Sep 2022 – Present Beijing, China Advisor: Prof. Liantao Ma
Supervise student research on large language models and healthcare prediction models, collaborating with Peking University Third Hospital and Beijing Cancer Hospital.
 
 
 
 
 

Research assistant

University of Illinois at Urbana-Champaign

Aug 2020 – May 2022 IL, United States Advisor: Prof. Jimeng Sun
Research on healthcare prediction models, collaborating with OSF Healthcare and National Clinical Cohort
 
 
 
 
 

Machine learning research intern

Analytics Center of Excellence, IQVIA

May 2019 – Dec 2023 Beijing, China Advisor: Dr. Cao Xiao
Research on large-scale US claims data and clinical trials
 
 
 
 
 

Research assistant

Software Engineering Insisute, Peking University

Jun 2017 – Aug 2020 Beijing, China Advisor: Prof. Yasha Wang
Research on clinical risk prediction models

Professional service

Editorial & Organizer

Conference Program Committee Member & Reviewer
  • Program Committee member for ICML, ICLR, NeurIPS, WWW, KDD, AAAI, AMIA Annual Symposium, AMIA Informatics Summit, CHIL, ML4H, SDM
  • Reviewer for
    - npj Digital Medicine
    - The Lancet Regional Health
    - The New England Journal of Medicine AI (NEJM AI)
    - IEEE Journal of Biomedical and Health Informatics (JBHI)
    - IEEE Transactions on Knowledge and Data Engineering (TKDE)
    - Journal of the American Medical Informatics Association (JAMIA)
    - Health Data Science (HDS)
    - IEEE Transactions on Signal and Information Processing over Networks (IEEE SIPN)
    - BMJ Surgery
    - International Journal of Digital Earth (IJDE)
Teaching and Admission Panel Member
  • Panel member of The HDR UK-Wellcome Biomedical Vacation Scholarship (BVS) programme recruitment team, 2024
  • Panel member of HDRUK PhD program recruitment team, 2023
  • Teaching Assistant, Foundations of software development in health and social care, 2024
  • Teaching Assistant, HealthR Course, 2023
  • Teaching Assistant, Technical Writing for Graduate, Fall & Spring 2018
  • Teaching Assistant, Program Design, Summer 2017

Awards & Grants

Grants

Awards
  • Baidu Scholarship (Top 10 out of all global computer science nominees), $27,000, 2025
  • 1st place (Top 1 out of 40 selected candidates from global top universities), Citadel Global PhD Datathon, $20,000, 2024
  • Best Abstract Award, $4,000, SAIL 2025
  • Reviewer of The Year, spj Health Data Science, 2024
  • Reviewer Award, AMIA 2024
  • 3rd prize, Predicting High Risk Breast Cancer: a Nightingale OS & AHLI data challenge (Top 3 out of all teams)
  • 3rd prize, Big Ten Augmented Intelligence Bowl (Top 3 out of all teams from US universities)
  • Honored Graduate of Beihang University
  • AAAI 2020 Student Travel Award
  • 2018 MCM/ICM Meritorious Winner (10%)
  • 2018 Beihang University Science and Technology Competition Scholarship (Top 1%)
  • 2018 Beihang University Academic Excellence Scholarship (Top 5%)
  • 2017 Beihang University Science and Technology Competition Scholarship (Top 1%)
  • 2016 Beihang University Feng Ru Cup Technology Innovation Competition 1st prize (10 out of candidates of all majors)

Invited talk & Media Coverage

  • Invited talks at:
    - Beijing University Third Hospital, 2025.02
    - Beijing University Cancer Hospital, 2025.02
    - Peking University & Cell Press seminar, 2024.10
    - University of Edinburgh CMI Seminar, 2024.09
    - Health Data Science Journal Seminar, 2024.04
    - ML4H'22, 2022.11
    - National COVID-19 Data Collaborative Fourm, NIH, 2022.10
    - AI Time Seminar, Tsinghua University, 2020.09
  • AICare was covered by CCTV-1 news, 2020.07.

Publications

* for equal contributions
+ for corresponding author

(2024). The Promise and Perils of Autonomous AI in Science. NEJM AI. [Invited Editorial]

DOI

Patents

  • A method and device of determining potentially important information of patients, CN 202010946290.4, filed Oct 09, 2020.
  • A method and system for sound wave and image-based food volume measurement on smart phone, CN 202010862933.7, filed Aug 25, 2020.