Literature
You can download copy of assigned papers for the literature tutorials. Paper assignments will done randomly (without replacement) and will be emailed to the entire class ~1 week before the tutorial. Everyone will present and lead discussion for 1 paper (potentially sharing depending on class size).
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Literature 0 - Reproducible Research
Lecturer guided discussion and critique of initial papers
[A Beginner’s Guide to Conducting Reproducible Research] [Challenges to the Reproducibility of Machine Learning Models in Health Care] [Reproducibility in machine learning for health research, still a ways to go]
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Literature 1 - Medical Databases
Student led discussion of 2 papers analysing tabular medical database data
[More Generalizable Models for Sepsis Detection Under Covariate Shift (AMIA Jt Summits Transl Sci Proc)] [A Machine Learning Algorithm to Predict Severe Sepsis and Septic Shock Development, Implementation, and Impact on Clinical Practice (Critical Care Medicine)]
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Literature 2 - Electronic Medical Records
Student led discussion of 2 papers analysing text-data from electronic medical records
[Topic modeling on clinical social work notes for exploring social determinants of health factors - Sun et. al.] [Large Language Model Capabilities in Perioperative Risk Prediction and Prognostication - Chung et. al.]
