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administrative data. Experience with large language models, natural language processing, medical text mining, or clinical AI. Strong programming skills in Python and/or R. Familiarity with medical terminology
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record data across UK Biobank, All of Us, CLSA, and the McGill BioPortal. Develop and maintain reproducible analysis pipelines in R, Python, and shell on HPC / Slurm clusters and cloud environments
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visualization software (Python, Matlab, etc.) Demonstration of scientific productivity, as evidenced by journal articles and other published work Demonstration of scientific communication, primarily through
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developing or implementing quality control programs or long-term performance monitoring. Familiarity with computational image analysis, scripting (Python, MATLAB), or machine learning–based image workflows