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Assessment of Surgical Tasks Using Neuroimaging Dataset (ASTaUND).

Anil KamatCondell EastmondYuanyuan GaoArun NemaniErim YanikLora CavuotoMatthew HackettJack NorfleetSteven SchwaitzbergSuvranu DeXavier Intes
Published in: Scientific data (2023)
Functional near-infrared spectroscopy (fNIRS) is a neuroimaging tool for studying brain activity in mobile subjects. Open-access fNIRS datasets are limited to simple and/or motion-restricted tasks. Here, we report a fNIRS dataset acquired on mobile subjects performing Fundamentals of Laparoscopic Surgery (FLS) tasks in a laboratory environment. Demonstrating competency in the FLS tasks is a prerequisite for board certification in general surgery in the United States. The ASTaUND data set was acquired over four different studies. We provide the relevant information about the hardware, FLS task execution protocols, and subject demographics to facilitate the use of this open-access data set. We also provide the concurrent FLS scores, a quantitative metric for surgical skill assessment developed by the FLS committee. This data set is expected to support the growing field of assessing surgical skills via neuroimaging data and provide an example of data processing pipeline for use in realistic, non-restrictive environments.
Keyphrases
  • electronic health record
  • working memory
  • big data
  • laparoscopic surgery
  • minimally invasive
  • healthcare
  • data analysis
  • squamous cell carcinoma
  • machine learning
  • rectal cancer
  • single cell
  • finite element