A comparative analysis of trauma-related mortality in South Korea using classification models

The treatment of emergency patients is influenced not only by transport time but also by the resources and staff levels of specialized emergency medical centers, which in turn affect survival rates. Furthermore, given the superior performance of composite sampling methods in analyzing imbalanced datasets, the importance of considering such imbalanced datasets in the analysis is evident.

Authors

Institutions

Publication Details

Journal
International Journal of Medical Informatics
Published
2025-02-01
DOI
https://doi.org/10.1016/j.ijmedinf.2025.105805
Primary Topic
Trauma and Emergency Care Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A comparative analysis of trauma-related mortality in South Korea using classification models

Young Jin Choi, Yoo-Kyung Boo
International Journal of Medical Informatics
Trauma and Emergency Care Studies
article

A comparative analysis of trauma-related mortality in South Korea using classification models

Young Jin Choi, Yoo-Kyung Boo
article en

Abstract

The treatment of emergency patients is influenced not only by transport time but also by the resources and staff levels of specialized emergency medical centers, which in turn affect survival rates. Furthermore, given the superior performance of composite sampling methods in analyzing imbalanced datasets, the importance of considering such imbalanced datasets in the analysis is evident.

International Journal of Medical InformaticsVol. 196
Eulji University (KR), Dankook University (KR)
Good health and well-being
Openalex Percentile: Top 96%
Trauma and Emergency Care Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.