Cargando…

Improving Resource Utilization for Arthroplasty Care by Leveraging Machine Learning and Optimization: A Systematic Review

BACKGROUND: There is a growing demand for total joint arthroplasty (TJA) surgery. The applications of machine learning (ML), mathematical optimization, and computer simulation have the potential to improve efficiency of TJA care delivery through outcome prediction and surgical scheduling optimizatio...

Descripción completa

Detalles Bibliográficos
Autores principales:	Entezari, Bahar, Koucheki, Robert, Abbas, Aazad, Toor, Jay, Wolfstadt, Jesse I., Ravi, Bheeshma, Whyne, Cari, Lex, Johnathan R.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Elsevier 2023
Materias:	Systematic Review
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10014272/ https://www.ncbi.nlm.nih.gov/pubmed/36938350 http://dx.doi.org/10.1016/j.artd.2023.101116

Ejemplares similares

Artificial Intelligence for Hip Fracture Detection and Outcome Prediction: A Systematic Review and Meta-analysis
por: Lex, Johnathan R., et al.
Publicado: (2023)

In-office needle arthroscopy is a cost-effective alternative for operating room diversion in medial meniscectomy: a financial analysis
por: Abbas, Aazad, et al.
Publicado: (2023)

Optimizing spine surgery instrument trays to immediately increase efficiency and reduce costs in the operating room
por: Belhouari, Setti, et al.
Publicado: (2023)

Standardization of laparoscopic trays using an inventory optimization model to produce immediate cost savings and efficiency gains
por: Toor, Jay, et al.
Publicado: (2022)

Assessment of Risk of Bias in Osteosarcoma and Ewing’s Sarcoma Randomized Controlled Trials: A Systematic Review
por: Koucheki, Robert, et al.
Publicado: (2021)

Transitioning to outpatient arthroplasty during COVID-19: time to pivot
por: Gleicher, Yehoshua, et al.
Publicado: (2021)

The influence of the COVID-19 pandemic on total hip and knee arthroplasty in Ontario: a population-level analysis
por: Sniderman, Jhase, et al.
Publicado: (2023)

The utility of bicruciate-retaining total knee arthroplasty
por: Osmani, Feroz A., et al.
Publicado: (2016)

Evaluation of at-home physiotherapy: machine-learning prediction with smart watch inertial sensors
por: Boyer, Philip, et al.
Publicado: (2023)

Machine learning models can predict subsequent publication of North American Spine Society (NASS) annual general meeting abstracts
por: Abbas, Aazad, et al.
Publicado: (2023)

Rapid implementation of an outpatient arthroplasty care pathway: a COVID-19-driven quality improvement initiative
por: Peacock, Sharon, et al.
Publicado: (2022)

How much is enough for total knee arthroplasty?
por: Wek, Caesar, et al.
Publicado: (2021)

Risk of complications with prolonged operative time in morbidly obese patients undergoing elective total knee arthroplasty
por: Mundi, Raman, et al.
Publicado: (2023)

Optimizing the surgical instrument tray to immediately increase efficiency and lower costs in the operating room
por: Toor, Jay, et al.
Publicado: (2022)

The association between preoperative COVID-19-positivity and acute postoperative complication risk among patients undergoing orthopedic surgery: a matched cohort analysis
por: Mercier, Michael R., et al.
Publicado: (2023)

Physiotherapy Exercise Classification with Single-Camera Pose Detection and Machine Learning
por: Arrowsmith, Colin, et al.
Publicado: (2022)

Leveraging Telehealth for the Management of Breast Cancer: A Systematic Review
por: Kruse, Clemens Scott, et al.
Publicado: (2022)

Analysis of the relationship between surgeon procedure volume and complications after total knee arthroplasty using a propensity-matched cohort study
por: Okoro, Tosan, et al.
Publicado: (2021)

Out-of-Distribution Detection of Human Activity Recognition with Smartwatch Inertial Sensors
por: Boyer, Philip, et al.
Publicado: (2021)

Detection of Low Back Physiotherapy Exercises With Inertial Sensors and Machine Learning: Algorithm Development and Validation
por: Alfakir, Abdalrahman, et al.
Publicado: (2022)

Shared resources, shared costs—leveraging biocuration resources
por: Orchard, Sandra, et al.
Publicado: (2015)

Total knee arthroplasty in patients with Paget’s disease of bone: A systematic review
por: Popat, Ravi, et al.
Publicado: (2018)

The association of preoperative blood markers with postoperative readmissions following arthroplasty
por: Khoshbin, Amir, et al.
Publicado: (2021)

Outcome and complications following revision shoulder arthroplasty: a systematic review and meta-analysis
por: Ravi, Vinayak, et al.
Publicado: (2021)

The Changing Economic Value and Leverage of Arthroplasty Surgeons
por: Iorio, Richard
Publicado: (2022)

Leveraging academic initiatives to advance implementation practice: a scoping review of capacity building interventions
por: Juckett, Lisa A., et al.
Publicado: (2022)

Leveraging mHealth and Virtual Reality to Improve Cognition for Alzheimer’s Patients: A Systematic Review
por: Kruse, Clemens Scott, et al.
Publicado: (2022)

Personalized Activity Recognition with Deep Triplet Embeddings
por: Burns, David, et al.
Publicado: (2022)

Leveraging mHealth and Wearable Sensors to Manage Alcohol Use Disorders: A Systematic Literature Review
por: Kruse, Clemens Scott, et al.
Publicado: (2022)

Abstract: Inferring 3D Craniofacial Skeletal Shape from Facial Surface Geometry Using Reverse Engineering of a Forensic Tissue Depth Model
por: Fishman, Zachary, et al.
Publicado: (2018)

Perceptions of using lithium in fracture management: a survey of orthopaedic surgeons, fracture patients and the general public
por: Vachhani, Kathak, et al.
Publicado: (2019)

Leveraging HPC resources with distributed RDataFrame
por: Padulano, V E, et al.
Publicado: (2023)

Resource utilization and costs before and after total joint arthroplasty
por: Bozic, Kevin J, et al.
Publicado: (2012)

Cobalt cardiomyopathy in hip arthroplasty
por: Umar, Muhammad, et al.
Publicado: (2019)

Bicompartmental knee arthroplasty vs total knee arthroplasty for the treatment of medial compartment and patellofemoral osteoarthritis
por: Kooner, Sahil, et al.
Publicado: (2017)

Adherence Patterns and Dose Response of Physiotherapy for Rotator Cuff Pathology: Longitudinal Cohort Study
por: Burns, David, et al.
Publicado: (2021)

Association of Surgical Experience With Risk of Complication in Total Hip Arthroplasty Among Patients With Severe Obesity
por: Charalambous, Alexander, et al.
Publicado: (2021)

Leveraging Early Discharge and Telehealth Technology to Safely Conserve Resources and Minimize Personal Contact During COVID-19 in an Arthroplasty Practice
por: Browne, James A.
Publicado: (2021)

Can diverse population characteristics be leveraged in a machine learning pipeline to predict resource intensive healthcare utilization among hospital service areas?
por: Ricket, Iben M., et al.
Publicado: (2022)

Leveraging Opportunities for Critical Care in Resource-Limited Settings
por: Kerry, Vanessa B., et al.
Publicado: (2014)

Cannot write session to /tmp/vufind_sessions/sess_s210pvrepuhravr7dj1lopadq8