☆ 4.6 Article

External validation of a predictive algorithm for in-hospital and 90-day mortality after spinal epidural abscess

SPINE JOURNAL (2023)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Clinical Neurology

Machine learning-driven identification of novel patient factors for prediction of major complications after posterior cervical spinal fusion

Akash A. Shah et al.

Summary: A novel ensemble machine learning algorithm was developed to predict major complications and readmission after posterior cervical fusion, showing slightly better predictive performance compared to logistic regression and standard ML models. Features like sex, malignancy, pneumonia, stroke, and teaching hospital status were found to be important for model performance, with differences in importance between the ensemble model and logistic regression.

EUROPEAN SPINE JOURNAL (2022)

添加到收藏夹

Review Orthopedics

Machine Learning for the Orthopaedic Surgeon Uses and Limitations

Daniel Alsoof et al.

Summary: Machine learning, a subset of artificial intelligence, is being increasingly used in orthopaedic research for radiographic diagnosis, gait analysis, implant identification, and patient outcome prediction. Despite current limitations, future work can overcome these issues and make machine learning a valuable tool for orthopaedic surgeons in clinical decision-making.

JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME (2022)

添加到收藏夹

Article Clinical Neurology

Machine learning algorithms for prediction of health-related quality-of-life after surgery for mild degenerative cervical myelopathy

Omar Khan et al.

Summary: This study utilized machine learning algorithms to predict which mild DCM patients are most likely to benefit from surgery, revealing that female patients and those with specific symptoms (such as lower limb spasticity, clumsy hands) are less likely to experience significant improvement in the mental component summary (MCS) postoperatively. The machine learning models demonstrated good predictive power and could provide useful information for the management of mild DCM.

SPINE JOURNAL (2021)

添加到收藏夹

Article Clinical Neurology

Updated external validation of the SORG machine learning algorithms for prediction of ninety-day and one-year mortality after surgery for spinal metastasis

Akash A. Shah et al.

Summary: This study validated the SORG machine learning algorithms for predicting 90-day and 1-year mortality after surgery for spinal metastasis. The algorithms demonstrated excellent discrimination for 90-day mortality and good calibration for 1-year mortality. The externally validated algorithms may inform shared decision-making with patients in managing spinal metastatic disease.

SPINE JOURNAL (2021)

添加到收藏夹

Editorial Material Clinical Neurology

Artificial intelligence and spine: rise of the machines

Brook I. Martin et al.

SPINE JOURNAL (2021)

添加到收藏夹

Article Clinical Neurology

Prediction of Major Complications and Readmission After Lumbar Spinal Fusion: A Machine Learning-Driven Approach

Akash A. Shah et al.

Summary: This study developed a machine learning model for predicting major complications and readmissions after lumbar fusion surgery. The XGBoost algorithm showed the best performance in predicting complication risks. The model identified important predictive factors that can help reduce complication rates and improve risk stratification for patients.

WORLD NEUROSURGERY (2021)

添加到收藏夹

Article Clinical Neurology

Spinal Epidural Abscess Patients Have Higher Modified Frailty Indexes Than Back Pain Patients on Emergency Room Presentation: A Single-Center Retrospective

Jose F. Dominguez et al.

Summary: The study found that patients with spinal epidural abscess (SEA) were more frail compared to those with back pain, with frailty being determined as an independent risk factor for SEA. The use of the modified frailty index (mFI) may be potentially useful in predicting, prognosticating, and guiding treatment for SEA.

WORLD NEUROSURGERY (2021)

添加到收藏夹

Review Orthopedics

Spinal Epidural Abscess: Diagnosis, Management, and Outcomes

Joseph H. Schwab et al.

JOURNAL OF THE AMERICAN ACADEMY OF ORTHOPAEDIC SURGEONS (2020)

添加到收藏夹

Article Clinical Neurology

Development of Machine Learning Algorithms for Prediction of 30-Day Mortality After Surgery for Spinal Metastasis

Aditya Karhade et al.

NEUROSURGERY (2019)

添加到收藏夹

Article Clinical Neurology

30-day Mortality Following Surgery for Spinal Epidural Abscess

Jerry Y. Du et al.

SPINE (2019)

添加到收藏夹

Article Clinical Neurology

Predicting 90-Day and 1-Year Mortality in Spinal Metastatic Disease: Development and Internal Validation

Aditya V. Karhade et al.

NEUROSURGERY (2019)

添加到收藏夹

Article Clinical Neurology

Neutrophil to lymphocyte ratio and mortality in spinal epidural abscess

Aditya Karhade et al.

SPINE JOURNAL (2019)

添加到收藏夹

Article Clinical Neurology

Development of a machine learning algorithm for prediction of failure of nonoperative management in spinal epidural abscess

Akash A. Shah et al.

SPINE JOURNAL (2019)

添加到收藏夹

Article Clinical Neurology

Development of machine learning algorithms for prediction of mortality in spinal epidural abscess

Aditya V. Karhade et al.

SPINE JOURNAL (2019)

添加到收藏夹

Article Clinical Neurology

US regional variations in rates, outcomes, and costs of spinal arthrodesis for lumbar spinal stenosis in working adults aged 40-65 years

Micheal Raad et al.

JOURNAL OF NEUROSURGERY-SPINE (2019)

添加到收藏夹

Article Clinical Neurology

Albumin and Spinal Epidural Abscess: Derivation and Validation in Two Independent Data Sets

Aditya Karhadel et al.

WORLD NEUROSURGERY (2019)

添加到收藏夹

Article Orthopedics

Development of Predictive Algorithms for Pre-Treatment Motor Deficit and 90-Day Mortality in Spinal Epidural Abscess

Akash A. Shah et al.

JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME (2018)

添加到收藏夹

Article Clinical Neurology

Geographic variation in the surgical management of lumbar spondylolisthesis: characterizing practice patterns and outcomes

Tej D. Azad et al.

SPINE JOURNAL (2018)

添加到收藏夹

Article Clinical Neurology

Frailty is Predictive of Adverse Postoperative Events in Patients Undergoing Lumbar Fusion

Dante M. Leven et al.

GLOBAL SPINE JOURNAL (2017)

添加到收藏夹

Article Health Care Sciences & Services

Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View

Wei Luo et al.

JOURNAL OF MEDICAL INTERNET RESEARCH (2016)

添加到收藏夹

Review Orthopedics

Risk Prediction Tools for Hip and Knee Arthroplasty

David W. Manning et al.

JOURNAL OF THE AMERICAN ACADEMY OF ORTHOPAEDIC SURGEONS (2016)

添加到收藏夹

Article Clinical Neurology

Mortality, complication risk, and total charges after the treatment of epidural abscess

Andrew J. Schoenfeld et al.

SPINE JOURNAL (2015)

添加到收藏夹

Review Cardiac & Cardiovascular Systems

Towards better clinical prediction models: seven steps for development and an ABCD for validation

Ewout W. Steyerberg et al.

EUROPEAN HEART JOURNAL (2014)

添加到收藏夹

Article Biochemical Research Methods

MissForest-non-parametric missing value imputation for mixed-type data

Daniel J. Stekhoven et al.

BIOINFORMATICS (2012)

添加到收藏夹

Article Critical Care Medicine

Are the frail destined to fail? Frailty index as predictor of surgical morbidity and mortality in the elderly

Joseph S. Farhat et al.

JOURNAL OF TRAUMA AND ACUTE CARE SURGERY (2012)

添加到收藏夹

Article Public, Environmental & Occupational Health

Assessing the Performance of Prediction Models A Framework for Traditional and Novel Measures

Ewout W. Steyerberg et al.

EPIDEMIOLOGY (2010)

添加到收藏夹

Article Clinical Neurology

Trends and Variations in Cervical Spine Surgery in the United States Medicare Beneficiaries, 1992 to 2005

Marjorie C. Wang et al.

SPINE (2009)

添加到收藏夹

Review Medicine, General & Internal

Current concepts: Spinal epidural abscess

Rabih O. Darouiche

NEW ENGLAND JOURNAL OF MEDICINE (2006)

添加到收藏夹

Article Health Care Sciences & Services

Decision curve analysis: A novel method for evaluating prediction models

Andrew J. Vickers et al.

MEDICAL DECISION MAKING (2006)

添加到收藏夹

Review Clinical Neurology

Spinal epidural abscess: a meta-analysis of 915 patients

E Reihsaus et al.

NEUROSURGICAL REVIEW (2000)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.