Cargando…

Machine Learning Prediction Models to Reduce Length of Stay at Ambulatory Surgery Centers Through Case Resequencing

The post-anesthesia care unit (PACU) length of stay is an important perioperative efficiency metric. The aim of this study was to develop machine learning models to predict ambulatory surgery patients at risk for prolonged PACU length of stay - using only pre-operatively identified factors - and the...

Descripción completa

Detalles Bibliográficos
Autores principales:	Tully, Jeffrey L., Zhong, William, Simpson, Sierra, Curran, Brian P., Macias, Alvaro A., Waterman, Ruth S., Gabriel, Rodney A.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Springer US 2023
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333394/ https://www.ncbi.nlm.nih.gov/pubmed/37428267 http://dx.doi.org/10.1007/s10916-023-01966-9

Ejemplares similares

Machine Learning-Based Models Predicting Outpatient Surgery End Time and Recovery Room Discharge at an Ambulatory Surgery Center
por: Gabriel, Rodney A., et al.
Publicado: (2022)

A Retrospective Analysis Investigating Whether Case Volume Experience of the Anesthesiologist Correlates with Intraoperative Efficiency for Joint Arthroplasty
por: Macias, Alvaro A., et al.
Publicado: (2023)

An Ensemble Learning Approach to Improving Prediction of Case Duration for Spine Surgery: Algorithm Development and Validation
por: Gabriel, Rodney Allanigue, et al.
Publicado: (2023)

Reducing emergency admissions and length of stay by introducing emergency surgical ambulatory service
por: Kazem, M.A., et al.
Publicado: (2019)

Critical length in long-read resequencing
por: De Coster, Wouter, et al.
Publicado: (2020)

Identification of Preanesthetic History Elements by a Natural Language Processing Engine
por: Suh, Harrison S., et al.
Publicado: (2022)

Does perioperative respiratory event increase length of hospital stay and hospital cost in pediatric ambulatory surgery?
por: Oofuvong, Maliwan, et al.
Publicado: (2021)

Length of Stay in Ambulatory Surgical Oncology Patients at High Risk for Sleep Apnea as Predicted by STOP-BANG Questionnaire
por: Balachandran, Diwakar D., et al.
Publicado: (2016)

Predicting Prolonged Length of ICU Stay through Machine Learning
por: Wu, Jingyi, et al.
Publicado: (2021)

Length of hospital stay prior to ICU admission and outcome
por: Simpson, K, et al.
Publicado: (2011)

Newborn Length of Stay and Risk of Readmission
por: Harron, Katie, et al.
Publicado: (2017)

A Neural Network Model Using Pain Score Patterns to Predict the Need for Outpatient Opioid Refills Following Ambulatory Surgery: Algorithm Development and Validation
por: Gabriel, Rodney Allanigue, et al.
Publicado: (2023)

Use of point-of-care testing and early assessment model reduces length of stay for ambulatory patients in an emergency department
por: Kankaanpää, Meri, et al.
Publicado: (2016)

A randomized trial of a behavioral intervention to decrease hospital length of stay by decreasing bedrest
por: Tolles, Juliana, et al.
Publicado: (2020)

Prediction algorithm for ICU mortality and length of stay using machine learning
por: Iwase, Shinya, et al.
Publicado: (2022)

To Predict the Length of Hospital Stay After Total Knee Arthroplasty in an Orthopedic Center in China: The Use of Machine Learning Algorithms
por: Han, Chang, et al.
Publicado: (2021)

The increasing impact of length of stay “outliers” on length of stay at an urban academic hospital
por: Hughes, Andrew H., et al.
Publicado: (2021)

Use of CPAP Machines in the Perioperative Setting in Ambulatory Surgical Centers
por: Marull, Javier, et al.
Publicado: (2021)

An explainable machine learning framework for lung cancer hospital length of stay prediction
por: Alsinglawi, Belal, et al.
Publicado: (2022)

Caseload is increased by resequencing cases before and on the day of surgery at ambulatory surgery centers where initial patient recovery is in operating rooms and cleanup times are longer than typical
por: Wang, Zhengli, et al.
Publicado: (2020)

THE LENGTH OF STAY OF PSYCHIATRIC INPATIENTS
por: Sharma, S.D., et al.
Publicado: (1987)

Determinants of tourists’ length of stay
por: Oklevik, Ove, et al.
Publicado: (2021)

Machine Learning and Regression Analysis to Model the Length of Hospital Stay in Patients with Femur Fracture
por: Ricciardi, Carlo, et al.
Publicado: (2022)

Length of Stay Prediction Model of Indoor Patients Based on Light Gradient Boosting Machine
por: Zeng, Xiangrui
Publicado: (2022)

Machine Learning Models for Predicting Short-Long Length of Stay of COVID-19 Patients
por: Olivato, Matteo, et al.
Publicado: (2022)

Machine learning applications for the prediction of extended length of stay in geriatric hip fracture patients
por: Tian, Chu-Wei, et al.
Publicado: (2023)

A systematic review of the magnitude and cause of geographic variation in unplanned hospital admission rates and length of stay for ambulatory care sensitive conditions
por: Busby, John, et al.
Publicado: (2015)

Identification of Key Candidate Genes for Beak Length Phenotype by Whole-Genome Resequencing in Geese
por: Huang, Jianhua, et al.
Publicado: (2022)

Preoperative Prediction and Risk Factor Identification of Hospital Length of Stay for Total Joint Arthroplasty Patients Using Machine Learning
por: Park, Jaeyoung, et al.
Publicado: (2023)

Factors Affecting Length of Stay for Observation Patients
por: Dada, Rachel S, et al.
Publicado: (2019)

Effect of Strength-Based Resilience on Patient's Length of Stay at the Renfrew Center for Eating Disorders
por: Sanzone, Kaitlin, et al.
Publicado: (2022)

Excess body weight in children may increase the length of hospital stay
por: Fernandes, Maria Teresa Bechere, et al.
Publicado: (2015)

Determinants of the Length of Stay in Stroke Patients
por: Kim, Sang Mi, et al.
Publicado: (2013)

FACTORS ASSOCIATED WITH LENGTH OF HOSPICE STAY
por: Inoue, Megumi, et al.
Publicado: (2019)

Factors and predictors of length of stay in offenders diagnosed with schizophrenia - a machine-learning-based approach
por: Kirchebner, Johannes, et al.
Publicado: (2020)

Prediction of Chronic Disease-Related Inpatient Prolonged Length of Stay Using Machine Learning Algorithms
por: Symum, Hasan, et al.
Publicado: (2020)

A Machine Learning Model to Predict Length of Stay and Mortality among Diabetes and Hypertension Inpatients
por: Barsasella, Diana, et al.
Publicado: (2022)

Machine-learning prediction for hospital length of stay using a French medico-administrative database
por: Jaotombo, Franck, et al.
Publicado: (2022)

What effect does physician "profiling" have on inpatient physician satisfaction and hospital length of stay?
por: Zemencuk, Judith K, et al.
Publicado: (2006)

Obesity and outcomes in patients undergoing upper airway surgery for obstructive sleep apnea
por: Du, Austin L., et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_sv5dji5fjanjkg8jsn3ekaqaf2