Cargando…

The prediction of hospital length of stay using unstructured data

OBJECTIVE: This study aimed to assess the performance improvement for machine learning-based hospital length of stay (LOS) predictions when clinical signs written in text are accounted for and compared to the traditional approach of solely considering structured information such as age, gender and m...

Descripción completa

Detalles Bibliográficos
Autores principales:	Chrusciel, Jan, Girardon, François, Roquette, Lucien, Laplanche, David, Duclos, Antoine, Sanchez, Stéphane
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2021
Materias:	Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8684269/ https://www.ncbi.nlm.nih.gov/pubmed/34922532 http://dx.doi.org/10.1186/s12911-021-01722-4

Ejemplares similares

Impact of the implementation of a fast-track on emergency department length of stay and quality of care indicators in the Champagne-Ardenne region: a before–after study
por: Chrusciel, Jan, et al.
Publicado: (2019)

Finding the best trade-off between performance and interpretability in predicting hospital length of stay using structured and unstructured data
por: Jaotombo, Franck, et al.
Publicado: (2023)

Multimorbidity clustering of the emergency department patient flow: Impact analysis of new unscheduled care clinics
por: Wartelle, Adrien, et al.
Publicado: (2022)

Making sense of the French public hospital system: a network-based approach to hospital clustering using unsupervised learning methods
por: Chrusciel, Jan, et al.
Publicado: (2021)

The Use of Telemedicine in Nursing Homes: A Mixed-Method Study to Identify Critical Factors When Connecting with a General Hospital
por: Cormi, Clément, et al.
Publicado: (2021)

Gaps to Best Practices for Teleconsultations Performed by General Practitioners: A Descriptive Cross-Sectional Study
por: Carrier, Alexandre, et al.
Publicado: (2022)

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)

Tapping into unstructured data: integrating unstructured data and textual analytics into business intelligence
por: Inmon, William H, et al.
Publicado: (2008)

Effect of the COVID-19 pandemic lockdown on non-COVID-19 emergency department visits in Eastern France: Reduced risk or avoidance behavior?
por: Wartelle, Adrien, et al.
Publicado: (2021)

Predictive model of length of stay in hospital among older patients
por: Lisk, Radcliffe, et al.
Publicado: (2018)

Predicting Inpatient Length of Stay in Iranian Hospital: Conceptualization and Validation
por: Khosravizadeh, Omid, et al.
Publicado: (2020)

Preadmission assessment of extended length of hospital stay with RFECV-ETC and hospital-specific data
por: Ossai, Chinedu I., et al.
Publicado: (2022)

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

Quantifying the impact of addressing data challenges in prediction of length of stay
por: Naemi, Amin, et al.
Publicado: (2021)

Evaluation of the association of length of stay in hospital and outcomes
por: Han, Thang S, et al.
Publicado: (2021)

Evaluation of factors that influenced the length of hospital stay using data mining techniques
por: Eskandari, Mehrnoosh, et al.
Publicado: (2022)

Predictive factors for longer length of hospital stay in patients with heart failure
por: Öncel, Can Ramazan
Publicado: (2019)

Use of Data Mining Techniques to Determine and Predict Length of Stay of Cardiac Patients
por: Hachesu, Peyman Rezaei, et al.
Publicado: (2013)

Predicting Patient Length of Stay in Australian Emergency Departments Using Data Mining
por: Gurazada, Sai Gayatri, et al.
Publicado: (2022)

Artificial intelligence in sepsis early prediction and diagnosis using unstructured data in healthcare
por: Goh, Kim Huat, et al.
Publicado: (2021)

Using health administrative data to model associations and predict hospital admissions and length of stay for people with eating disorders
por: Kim, Marcellinus, et al.
Publicado: (2023)

Predicting in-hospital length of stay: a two-stage modeling approach to account for highly skewed data
por: Xu, Zhenhui, et al.
Publicado: (2022)

Benchmarking and reducing length of stay in Dutch hospitals
por: Borghans, Ine, et al.
Publicado: (2008)

The Effects of Natural Daylight on Length of Hospital Stay
por: Park, Man Young, et al.
Publicado: (2018)

Impact of Length of Stay on Readmission in Hospitalized Patients
por: Rachoin, Jean-Sebastien, et al.
Publicado: (2020)

Should length of stay in hospital be the endpoint in arthroplasty?
por: Nordsletten, Lars
Publicado: (2020)

Effect of malnutrition on length of hospital stay in children
por: Topal, Ayhatun, et al.
Publicado: (2021)

Complicated appendicitis increases the hospital length of stay
por: Alotaibi, Abdulrahman Muaod, et al.
Publicado: (2022)

Understanding the surgeon’s behaviour during robot-assisted surgery: protocol for the qualitative Behav’Robot study
por: Cormi, Clément, et al.
Publicado: (2022)

COVID-19 length of hospital stay: a systematic review and data synthesis
por: Rees, Eleanor M., et al.
Publicado: (2020)

Managing Unstructured Big Data in Healthcare System
por: Kong, Hyoun-Joong
Publicado: (2019)

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

In-Kennel Behavior Predicts Length of Stay in Shelter Dogs
por: Protopopova, Alexandra, et al.
Publicado: (2014)

Predictive factors of hospital length of stay in patients with operatively treated ankle fractures
por: McDonald, Matthew R., et al.
Publicado: (2013)

Predicting mortality, hospital length of stay and need for surgery in pediatric trauma patients
por: Yousefzadeh chabok, Shahrokh, et al.
Publicado: (2017)

Can the Pediatric Early Warning Score (PEWS) Predict Hospital Length of Stay?
por: Shafi, Obeid M, et al.
Publicado: (2020)

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

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

Time-to-event modeling for hospital length of stay prediction for COVID-19 patients
por: Wen, Yuxin, et al.
Publicado: (2022)

Clinical prediction score for prolonged length of hospital stay in aneurysmal subarachnoid hemorrhage
por: Prasetyo, Bambang Tri, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_j10p8ernrjcdq96pqr8ijo4g9r