Cargando…

A study on predicting the length of hospital stay for Chinese patients with ischemic stroke based on the XGBoost algorithm

BACKGROUND: The incidence of stroke is a challenge in China, as stroke imposes a heavy burden on families, national health services, social services, and the economy. The length of hospital stay (LOS) is an essential indicator of utilization of medical services and is usually used to assess the effi...

Descripción completa

Detalles Bibliográficos
Autores principales:	Chen, Rui, Zhang, Shengfa, Li, Jie, Guo, Dongwei, Zhang, Weijun, Wang, Xiaoying, Tian, Donghua, Qu, Zhiyong, Wang, Xiaohua
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2023
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10031936/ https://www.ncbi.nlm.nih.gov/pubmed/36949434 http://dx.doi.org/10.1186/s12911-023-02140-4

Ejemplares similares

Prediction and Analysis of Length of Stay Based on Nonlinear Weighted XGBoost Algorithm in Hospital
por: Chen, Yong
Publicado: (2021)

Retracted: Prediction and Analysis of Length of Stay Based on Nonlinear Weighted XGBoost Algorithm in Hospital
por: Healthcare Engineering, Journal of
Publicado: (2023)

Variable Lengths of Stay among Ischemic Stroke Subtypes in Chinese General Teaching Hospitals
por: Li, Yi, et al.
Publicado: (2012)

Medication Adherence Mediates the Association between Type D Personality and High HbA1c Level in Chinese Patients with Type 2 Diabetes Mellitus: A Six-Month Follow-Up Study
por: Li, Xuemei, et al.
Publicado: (2017)

Association of Social Support and Medication Adherence in Chinese Patients with Type 2 Diabetes Mellitus
por: Gu, Linni, et al.
Publicado: (2017)

Type D Personality Predicts Poor Medication Adherence in Chinese Patients with Type 2 Diabetes Mellitus: A Six-Month Follow-Up Study
por: Li, Xuemei, et al.
Publicado: (2016)

The effect of smoke-free legislation on the mortality rate of acute myocardial infarction: a meta-analysis
por: Gao, Min, et al.
Publicado: (2019)

Prevalence and influence factors of suicidal ideation among females and males in Northwestern urban China: a population-based epidemiological study
por: Xu, Huiwen, et al.
Publicado: (2015)

An Indoor Fingerprint Positioning Algorithm Based on WKNN and Improved XGBoost
por: Lu, Haizhao, et al.
Publicado: (2023)

Health providers’ perspectives on delivering public health services under the contract service policy in rural China: evidence from Xinjian County
por: Zhou, Huixuan, et al.
Publicado: (2015)

Gene Expression Value Prediction Based on XGBoost Algorithm
por: Li, Wei, et al.
Publicado: (2019)

Evaluation and mechanism for outcomes exploration of providing public health care in contract service in Rural China: a multiple-case study with complex adaptive systems design
por: Zhou, Huixuan, et al.
Publicado: (2015)

Impact of intravenous thrombolysis on length of hospital stay in cases of acute ischemic stroke
por: Kasemsap, Narongrit, et al.
Publicado: (2018)

Determinants of Prolonged Length of Hospital Stay in Patients with Severe Acute Ischemic Stroke
por: Lin, Kuan-Hung, et al.
Publicado: (2022)

XGBoost Machine Learning Algorithm for Prediction of Outcome in Aneurysmal Subarachnoid Hemorrhage
por: Wang, Ruoran, et al.
Publicado: (2022)

XGBoost-Based Simple Three-Item Model Accurately Predicts Outcomes of Acute Ischemic Stroke
por: Chung, Chen-Chih, et al.
Publicado: (2023)

Malnutrition on admission increases the in‐hospital mortality and length of stay in elder adults with acute ischemic stroke
por: Hao, Ruixiao, et al.
Publicado: (2021)

The impact of contract service policy and doctor communication skills on rural patient-doctor trust relationship in the village clinics of three counties
por: Gu, Linni, et al.
Publicado: (2019)

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

How China’s new health reform influences village doctors’ income structure: evidence from a qualitative study in six counties in China
por: Zhang, Shengfa, et al.
Publicado: (2015)

Risk factors of the stigma towards psychiatric patients among primary healthcare workers in China: a county study
por: Wang, Yang, et al.
Publicado: (2017)

Prediction of Surgical Approach in Mitral Valve Disease by XGBoost Algorithm Based on Echocardiographic Features
por: Lin, Xiaoxuan, et al.
Publicado: (2023)

Developing Computational Model to Predict Protein-Protein Interaction Sites Based on the XGBoost Algorithm
por: Deng, Aijun, et al.
Publicado: (2020)

MSXFGP: combining improved sparrow search algorithm with XGBoost for enhanced genomic prediction
por: Zhou, Ganghui, et al.
Publicado: (2023)

Artificial Breath Classification Using XGBoost Algorithm for Diabetes Detection
por: Paleczek, Anna, et al.
Publicado: (2021)

Improvement of APACHE II score system for disease severity based on XGBoost algorithm
por: Luo, Yan, et al.
Publicado: (2021)

Construct validity and reliability of the Test Your Memory Chinese version in older neurology outpatient attendees
por: Li, Xuemei, et al.
Publicado: (2018)

Prevalence and influencing factors of co-morbid depression in patients with type 2 diabetes mellitus: a General Hospital based study
por: Zhang, Weijun, et al.
Publicado: (2015)

Exploring the impact of intravenous thrombolysis on length of stay for acute ischemic stroke: a retrospective cohort study
por: Hung, Ling-Chien, et al.
Publicado: (2015)

Predicting depression and anxiety of Chinese population during COVID-19 in psychological evaluation data by XGBoost
por: Tian, Zhanxiao, et al.
Publicado: (2023)

Feature selection for global tropospheric ozone prediction based on the BO-XGBoost-RFE algorithm
por: Zhang, Biao, et al.
Publicado: (2022)

Metabolic Syndrome and Stroke Recurrence in Chinese Ischemic Stroke Patients – The ACROSS-China Study
por: Mi, Donghua, et al.
Publicado: (2012)

Time series prediction of COVID-19 transmission in America using LSTM and XGBoost algorithms
por: Luo, Junling, et al.
Publicado: (2021)

Length of Stay in In-Patient Rehabilitation after Stroke in Qatar
por: Venkatachalm, Loganathan, et al.
Publicado: (2008)

Polymorphisms in Telomere Length Associated TERC and TERT predispose for Ischemic Stroke in a Chinese Han population
por: Zhang, Shuo, et al.
Publicado: (2017)

Analysis of variation in length of stay (LOS) after ischemic and hemorrhagic stroke using the Charlson Comorbidity Index (CCI)
por: Lim, Ji-Hye, et al.
Publicado: (2015)

Impact of Metabolic Syndrome on the Prognosis of Ischemic Stroke Secondary to Symptomatic Intracranial Atherosclerosis in Chinese Patients
por: Mi, Donghua, et al.
Publicado: (2012)

XGBoost algorithm and logistic regression to predict the postoperative 5-year outcome in patients with glioma
por: Yan, Zhiqiang, et al.
Publicado: (2022)

Preliminary prediction of semen quality based on modifiable lifestyle factors by using the XGBoost algorithm
por: Zhou, Mingjuan, et al.
Publicado: (2022)

Deep learning algorithms with mixed data for prediction of Length of Stay
por: Falavigna, Greta
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_7cdbj678tr8i6p1vtjn542hae1