Artificial intelligence-driven prediction modeling and decision making in spine surgery using hybrid machine learning models

B Saravi, F Hassel, S Ülkümen, A Zink… - Journal of Personalized …, 2022 - mdpi.com
Healthcare systems worldwide generate vast amounts of data from many different sources.
Although of high complexity for a human being, it is essential to determine the patterns and …

A systematic literature review of predicting patient discharges using statistical methods and machine learning

M Pahlevani, M Taghavi, P Vanberkel - Health Care Management Science, 2024 - Springer
Discharge planning is integral to patient flow as delays can lead to hospital-wide
congestion. Because a structured discharge plan can reduce hospital length of stay while …

Thirty-day readmission and reoperation after surgery for spinal tumors: a National Surgical Quality Improvement Program analysis

AV Karhade, VS Vasudeva, HH Dasenbrock, Y Lu… - Neurosurgical …, 2016 - thejns.org
OBJECTIVE The goal of this study was to use a large national registry to evaluate the 30-day
cumulative incidence and predictors of adverse events, readmissions, and reoperations after …

Can machine learning algorithms accurately predict discharge to nonhome facility and early unplanned readmissions following spinal fusion? Analysis of a national …

A Goyal, C Ngufor, P Kerezoudis… - … of Neurosurgery: Spine, 2019 - thejns.org
OBJECTIVE Nonhome discharge and unplanned readmissions represent important cost
drivers following spinal fusion. The authors sought to utilize different machine learning …

Predictors for patient discharge destination after elective anterior cervical discectomy and fusion

J Di Capua, S Somani, JS Kim, NJ Lee, P Kothari… - Spine, 2017 - journals.lww.com
Study Design. Retrospective study of prospectively collected data. Objective. To identify risk
factors for nonhome patient discharge after elective anterior cervical discectomy and fusion …

Predictors of adverse discharge disposition in adult spinal deformity and associated costs

PG Passias, GW Poorman, CA Bortz, R Qureshi… - The Spine Journal, 2018 - Elsevier
Abstract Background Context With advances in the understanding of adult spinal deformity
(ASD), more complex osteotomy and fusion techniques are being implemented with …

The association between obesity and postoperative outcomes in a broad surgical population: A 7-year American College of Surgeons National Surgical Quality …

HJ Madsen, RA Gillette, KL Colborn, WG Henderson… - Surgery, 2023 - Elsevier
Background The number of obese surgical patients continues to grow, and yet obesity's
association with surgical outcomes is not totally clear. This study examined the association …

Elderly age as a risk factor for 30-day postoperative outcomes following elective anterior cervical discectomy and fusion

J Di Capua, S Somani, JS Kim, K Phan… - Global spine …, 2017 - journals.sagepub.com
Study Design: Retrospective analysis of prospectively collected data. Objective: Anterior
cervical discectomy and fusion (ACDF) is one of the most commonly performed spinal …

Sex-and gender-specific analysis in orthopaedic studies

AL Gianakos, N George, A Pinninti… - Clinical Orthopaedics …, 2020 - journals.lww.com
Background Orthopaedic studies have reported the prevalence of injuries and outcomes
after treatment in men and women patients, and although these differences have been …

Discharge disposition and clinical outcomes after spine surgery

PD Minetos, JA Canseco, BA Karamian… - American Journal of …, 2022 - journals.lww.com
Objective: Spinal decompression with or without fusion is one of the most commonly
performed procedures in spine surgery. However, there is limited evidence on the effect of …