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Social determinants of health and disparities in spine surgery: a 10-year analysis of 8,565 cases using ensemble machine learning and multilayer perceptron

  • David Shin
  • , Jacob Razzouk
  • , Jonathan Thomas
  • , Kai Nguyen
  • , Andrew Cabrera
  • , Daniel Bohen
  • , Shaina A. Lipa
  • , Christopher M. Bono
  • , Christopher I. Shaffrey
  • , Wayne Cheng
  • , Olumide Danisa

Research output: Contribution to journalArticlepeer-review

Original languageEnglish
Pages (from-to)2236-2252
Number of pages17
JournalSpine Journal
Volume25
Issue number10
DOIs
StatePublished - Oct 2025

ASJC Scopus Subject Areas

  • Surgery
  • Orthopedics and Sports Medicine
  • Clinical Neurology

Keywords

  • Artificial intelligence
  • Length of stay
  • Machine learning
  • Race
  • Readmission
  • Social determinants of health
  • Spine surgery

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