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Performance Metrics and Skills Analysis for Skull-Base Surgery

CIS II, Spring 2024, Team 1

Team Members: Nimesh Nagururu, Hannah Puhov Mentors: Dr. Adnan Munawar, Dr. Manish Sahu, Hisashi Ishida, Juan Barragan, Dr. Deepa Galaiya, Dr. Francis Creighton

Main Files and Folders

All scripts are well commented, describing use and usage.

Item Path
Read experiment from HDF5 files ~/scripts/exp_reader.py
Calculate performance metrics ~/scripts/metric_extractor.py
Visualize stroke metrics ~/scripts/plotting_skills_analysis.py
Aggregate metrics across experiments for analysis ~/scripts/agg_metrics.py
Statistical comparison of novices and experts ~/output_SDF/

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For analyzing data from the FIVRS surgical simulator

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  • Python 53.0%
  • Jupyter Notebook 46.3%
  • Other 0.7%