Development of machine learning algorithms for prediction of discharge disposition after elective inpatient surgery for lumbar degenerative disc disorders

AV Karhade, P Ogink, Q Thio, M Broekman, T Cha… - Neurosurgical …, 2018 - thejns.org
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 …

Discriminative ability of commonly used indices to predict adverse outcomes after poster lumbar fusion: a comparison of demographics, ASA, the modified Charlson …

NT Ondeck, DD Bohl, P Bovonratwet, RP McLynn… - The Spine Journal, 2018 - Elsevier
Abstract Background Context As research tools, the American Society of Anesthesiologists
(ASA) physical status classification system, the modified Charlson Comorbidity Index …

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 …

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 …

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 …

Predictive model and online calculator for discharge disposition in brain tumor patients

S Huq, AM Khalafallah, P Patel, P Sharma, H Dux… - World neurosurgery, 2021 - Elsevier
Background In the era of value-based payment models, it is imperative for neurosurgeons to
eliminate inefficiencies and provide high-quality care. Discharge disposition is a relevant …

Improving complex pediatric and adult spine care while embracing the value equation

RK Sethi, V Yanamadala, SA Shah, ND Fletcher… - Spine deformity, 2019 - Elsevier
Introduction Value in health care is defined as the quotient of outcomes to cost. Both
pediatric and adult spinal deformity surgeries are among the most expensive procedures …

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 …

Systematic changes in the national surgical quality improvement program database over the years can affect comorbidity indices such as the modified frailty index and …

BN Shultz, TD Ottesen, NT Ondeck, P Bovonratwet… - Spine, 2018 - journals.lww.com
Study Design. Retrospective cohort study of prospectively collected data. Objective. The aim
of this study was to investigate the influence of changes in the American College of …

The Risk Assessment and Prediction Tool (RAPT) for discharge planning in a posterior lumbar fusion population

G Glauser, M Piazza, I Berger, B Osiemo… - …, 2020 - journals.lww.com
BACKGROUND As the use of bundled care payment models has become widespread in
neurosurgery, there is a distinct need for improved preoperative predictive tools to identify …