About me

Hello! Thank you for stopping by! My name is Diego and I’m a dentist from Chile, who then turned ML researcher for healthcare! I focus on bridging the gap between state-of-the-art AI models, such as Computer Vision and NLP, and the real needs in healthcare. My main research interest is automating the diagnosis of chronic, non-transmissible diseases for better prevention. I’m building an intersectional profile of three equal parts: clinician, machine learning engineer and entrepreneurship.

Experience

Teaching Assistant at McGill

2025 - now
DENT 601 - Quantitative Data Analysis for Oral Health Research.

Instructing first year master students on R programming for quantitative data analysis.

Research Assistant at McGill

2024 - Now
Dr. Sreenath Madathil, MadLabs, McGill

Working under Dr. Madathil for diagnostic AI research, such as landmarking for end-of-life event predictions, and data collection for multi-center model validation studies.

Scientific Advisor for CoreDevX

2024 - 2025
CoreDevX

Advised on the development of AI models for the diagnosis of tumors and cysts in panoramic X-rays.

Peer reviewed editorial work

2023 - 2024
BMC Oral Health

Worked as editor for the peer-reviewed journal BMC Oral Health (March 2023 - March 2024).

Research

Masters in Artificial Intelligence and Dental Sciences

2024 - 2026
McGill University and Mila Quebec

Currently, I’m researching the use of Large Language Models (LLMs) for explaining and diminishing the predictive uncertainty in AI Oral Cancer diagnosis. Considering LLMs as post-hoc explainers and diagnostic aids. Working at Chandar Research Lab (CRL) and MadLabs McGill.

First Author Publications

  • Blockchain for Trustworthy Artificial Intelligence in Dentistry
  • Cerda-Mardini D, Sharma M, Madathil S.A
    JDR Clinical and Translational Research, 2024
  • Determining the Efficacy of a Machine Learning Model for Measuring Periodontal Bone Loss
  • Cerda-Mardini D, Cerda-Mardini P, Vicuña D.P, Ortuño D.R
    BMC Oral Health, 2024