Preoperative opioid use and clinical outcomes in spine surgery: a systematic review

K Yerneni, N Nichols, ZA Abecassis, CL Karras… - …, 2020 - journals.lww.com
BACKGROUND Prescription opioid use and opioid-related deaths have become an
epidemic in the United States, leading to devastating economic and health ramifications …

Impact of social determinants of health in spine surgery

SG Reyes, PM Bajaj, BA Alvandi, SS Kurapaty… - Current Reviews in …, 2023 - Springer
Abstract Purpose of Review Social determinants of health (SDH) are factors that affect
patient health outcomes outside the hospital. SDH are “conditions in the environments …

Development of machine learning algorithms for prediction of sustained postoperative opioid prescriptions after total hip arthroplasty

AV Karhade, JH Schwab, HS Bedair - The Journal of arthroplasty, 2019 - Elsevier
Background Postoperative recovery after total hip arthroplasty (THA) can lead to the
development of prolonged opioid use but there are few tools for predicting this adverse …

Machine learning for prediction of sustained opioid prescription after anterior cervical discectomy and fusion

AV Karhade, PT Ogink, QCBS Thio, MLD Broekman… - The Spine Journal, 2019 - Elsevier
BACKGROUND CONTEXT The severity of the opioid epidemic has increased scrutiny of
opioid prescribing practices. Spine surgery is a high-risk episode for sustained …

Mandatory prescription limits and opioid utilization following orthopaedic surgery

DBC Reid, KN Shah, BH Shapiro, JH Ruddell… - JBJS, 2019 - journals.lww.com
Background: Since 2016, over half of the states in the United States have passed mandatory
limits on opioid prescriptions, with limited evidence of effectiveness. In this study, we …

Predicting prolonged opioid prescriptions in opioid-naïve lumbar spine surgery patients

AV Karhade, TD Cha, HA Fogel, SH Hershman… - The Spine Journal, 2020 - Elsevier
IMPORTANCE Preoperative determination of the potential for postoperative opioid
dependence in previously naïve patients undergoing elective spine surgery may facilitate …

Effect of narcotic prescription limiting legislation on opioid utilization following lumbar spine surgery

DBC Reid, KN Shah, JH Ruddell, BH Shapiro… - The spine journal, 2019 - Elsevier
ABSTRACT BACKGROUND CONTEXT Prescription opioid abuse is a public health
emergency. Opioid prescriptions for spine patients account for a large proportion of use …

Persistent postoperative pain: mechanisms and modulators

P Gulur, A Nelli - Current Opinion in Anesthesiology, 2019 - journals.lww.com
Persistent maladaptive neuroplastic changes secondary to neurotrophic factors and
interactions between neurons and microglia may well explain the phenomenon. This article …

Recovery kinetics after cervical spine surgery

T Subramanian, DJ Shinn, MK Korsun, P Shahi… - Spine, 2023 - journals.lww.com
Study Design. Retrospective review of a prospectively maintained multisurgeon registry.
Objective. To study recovery kinetics and associated factors after cervical spine surgery …

Can predictive modeling tools identify patients at high risk of prolonged opioid use after ACL reconstruction?

AB Anderson, CF Grazal, GC Balazs… - Clinical Orthopaedics …, 2020 - journals.lww.com
Background Machine-learning methods such as the Bayesian belief network, random forest,
gradient boosting machine, and decision trees have been used to develop decision-support …