Pragmatic prediction of excessive length of stay after cervical spine surgery with machine learning and validation on a national scale

AA Valliani, R Feng, ML Martini, SN Neifert… - …, 2022 - journals.lww.com
BACKGROUND: Extended postoperative hospital stays are associated with numerous
clinical risks and increased economic cost. Accurate preoperative prediction of extended …

Robust prediction of non-home discharge after thoracolumbar spine surgery with ensemble machine learning and validation on a nationwide cohort

AA Valliani, NC Kim, ML Martini, JS Gal, SN Neifert… - World Neurosurgery, 2022 - Elsevier
Background Delays in postoperative referrals to rehabilitation or skilled nursing facilities
contribute toward extended hospital stays. Facilitating more efficient referrals through …

Reliable Prediction of Discharge Disposition Following Cervical Spine Surgery With Ensemble Machine Learning and Validation on a National Cohort

R Feng, AA Valliani, ML Martini, JS Gal… - Clinical Spine …, 2024 - journals.lww.com
Study Design: A retrospective cohort study. Objective: The purpose of this study is to develop
a machine learning algorithm to predict nonhome discharge after cervical spine surgery that …