Details page | Paper / Information search system

Search

Search help

Summary & Details

How Does the Pre-crash Environment Affect Injury Risk? Injury Prediction and Analysis Based on Graph Neural Network

Delivery: Available on the other site; Click here to order.

Publication code: 20264068

Paper/Info type: International Journal of Automotive Engineering

Vol.17 No.1

Pages: 15-21(Total 7 p)

Date of publication: Jan 2026

Publisher: JSAE

Language: English

Detailed Information

Category(E)	Research paper
Author(E)	1) Wei Junhao, 2) Yusuke Miyazaki, 3) Fusako Sato
Affiliation(E)	1) Institute of Science Tokyo, 2) Institute of Science Tokyo, 3) Japan Automobile Research Institute
Abstract(E)	Injury severity in vehicle crashes is influenced by various factors within the pre-crash environment, including the environment, vehicle, driver, and other attributes. To investigate the relationships among these factors and identify the key determinants of injury outcomes, this study employed a graph neural network to model complex interactions and dependencies from a police-reported tabular database. The analysis revealed critical contributors to injury severity, uncovering the relationships among the variables in the pre-crash environment. These findings provide actionable insights for enhancing traffic safety and developing effective injury-prevention strategies.

About search

How to use the search box

You can enter up to 5 search conditions. The number of search boxes can be increased or decreased with the "+" and "-" buttons on the right.

If you enter multiple words separated by spaces in one search box, the data that "contains all" of the entered words will be searched (AND search).

Example) X (space) Y → "X and Y (including)"

How to use "AND" and "OR" pull-down

If "AND" is specified, the "contains both" data of the phrase entered in the previous and next search boxes will be searched. If you specify "OR", the data that "contains" any of the words entered in the search boxes before and after is searched.

Example) X AND Y → "X and Y (including)" X OR Z → "X or Z (including)"

If AND and OR searches are mixed, OR search has priority.

Example) X AND Y OR Z → X AND (Y OR Z)

If AND search and multiple OR search are mixed, OR search has priority.

Example) W AND X OR Y OR Z → W AND (X OR Y OR Z)

How to use the search filters

Use the "search filters" when you want to narrow down the search results, such as when there are too many search results. If you check each item, the search results will be narrowed down to only the data that includes that item.

The number in "()" after each item is the number of data that includes that item.

Search tips

When searching by author name, enter the first and last name separated by a space, such as "Taro Jidosha".