Development of machine learning algorithms for prediction of discharge disposition after elective inpatient surgery for lumbar degenerative disc disorders
OBJECTIVE If not anticipated and prearranged, hospital stay can be prolonged while the
patient awaits placement in a rehabilitation unit or skilled nursing facility following elective …
patient awaits placement in a rehabilitation unit or skilled nursing facility following elective …
Predicting nonroutine discharge after elective spine surgery: external validation of machine learning algorithms: presented at the 2019 AANS/CNS Joint Section on …
BM Stopa, FC Robertson, AV Karhade, M Chua… - … of Neurosurgery: Spine, 2019 - thejns.org
OBJECTIVE Nonroutine discharge after elective spine surgery increases healthcare costs,
negatively impacts patient satisfaction, and exposes patients to additional hospital-acquired …
negatively impacts patient satisfaction, and exposes patients to additional hospital-acquired …
Predicting discharge placement after elective surgery for lumbar spinal stenosis using machine learning methods
PT Ogink, AV Karhade, QCBS Thio, WB Gormley… - European Spine …, 2019 - Springer
Purpose An excessive amount of total hospitalization is caused by delays due to patients
waiting to be placed in a rehabilitation facility or skilled nursing facility (RF/SNF). An …
waiting to be placed in a rehabilitation facility or skilled nursing facility (RF/SNF). An …
Development of a machine learning algorithm predicting discharge placement after surgery for spondylolisthesis
PT Ogink, AV Karhade, QCBS Thio… - European Spine …, 2019 - Springer
Purpose We aimed to develop a machine learning algorithm that can accurately predict
discharge placement in patients undergoing elective surgery for degenerative …
discharge placement in patients undergoing elective surgery for degenerative …
Machine learning modeling for predicting hospital readmission following lumbar laminectomy
S Kalagara, AEM Eltorai, WM Durand… - … of Neurosurgery: Spine, 2018 - thejns.org
OBJECTIVE Hospital readmission contributes substantial costs to the healthcare system.
The purpose of this investigation was to create a predictive machine learning model to …
The purpose of this investigation was to create a predictive machine learning model to …
Prediction calculator for nonroutine discharge and length of stay after spine surgery
D Lubelski, J Ehresman, J Feghali, J Tanenbaum… - The spine Journal, 2020 - Elsevier
BACKGROUND CONTEXT Following spine surgery, delays in referral to rehabilitation
facilities leads to increased length of hospital stay (LOS), increases costs, more risk of …
facilities leads to increased length of hospital stay (LOS), increases costs, more risk of …
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 …
drivers following spinal fusion. The authors sought to utilize different machine learning …
Predictive models for length of stay and discharge disposition in elective spine surgery: development, validation, and comparison to the ACS NSQIP risk calculator
Study Design. A retrospective study at a single academic institution. Objective. The purpose
of this study is to utilize machine learning to predict hospital length of stay (LOS) and …
of this study is to utilize machine learning to predict hospital length of stay (LOS) and …
Machine learning for predictive modeling of 90-day readmission, major medical complication, and discharge to a facility in patients undergoing long segment posterior …
Study Design. Retrospective case control study. Objective. To develop predictive models for
postoperative outcomes after long segment lumbar posterior spine fusion (LSLPSF) …
postoperative outcomes after long segment lumbar posterior spine fusion (LSLPSF) …
Evaluation of the risk assessment and prediction tool for postoperative disposition needs after cervical spine surgery
I Berger, M Piazza, N Sharma, G Glauser… - …, 2019 - journals.lww.com
BACKGROUND Bundled care payment models are becoming more prevalent in
neurosurgery. Such systems place the cost of postsurgical facilities in the hands of the …
neurosurgery. Such systems place the cost of postsurgical facilities in the hands of the …
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