Big data, machine learning, and artificial intelligence: A field guide for neurosurgeons

Bharath Raju, Fareed Jumah, Omar Ashraf, Vinayak Narayan, Gaurav Gupta, Hai Sun, Patrick Hilden, Anil Nanda

Research output: Contribution to journalReview articlepeer-review

3 Scopus citations

Abstract

Big data has transformed into a trend phrase in healthcare and neurosurgery, becoming a pervasive and inescapable phrase in everyday life. The upsurge in big data applications is a direct consequence of the drastic boom in information technology as well as the growing number of internet-connected devices called the Internet of Things in healthcare. Compared with business, marketing, and other sectors, healthcare applications are lagging due to a lack of technical knowledge among healthcare workers, technological limitations in acquiring and analyzing the data, and improper governance of healthcare big data. Despite these limitations, the medical literature is flooded with big data-related articles, and most of these are filled with abstruse terminologies such as machine learning, artificial intelligence, artificial neural network, and algorithm. Many of the recent articles are restricted to neurosurgical registries, creating a false impression that big data is synonymous with registries. Others advocate that the utilization of big data will be the panacea to all healthcare problems and research in the future. Without a proper understanding of these principles, it becomes easy to get lost without the ability to differentiate hype from reality. To that end, the authors give a brief narrative of big data analysis in neurosurgery and review its applications, limitations, and the challenges it presents for neurosurgeons and healthcare professionals naive to this field. Awareness of these basic concepts will allow neurosurgeons to understand the literature regarding big data, enabling them to make better decisions and deliver personalized care.

Original languageEnglish (US)
Pages (from-to)373-383
Number of pages11
JournalJournal of neurosurgery
Volume135
Issue number2
DOIs
StatePublished - Aug 2021

All Science Journal Classification (ASJC) codes

  • Surgery
  • Clinical Neurology

Keywords

  • Algorithm
  • Artificial intelligence
  • Artificial neural network
  • Big data
  • Deep learning
  • Machine learning
  • Robotics

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