Evidence map›Paper›PMID 40617912›Full record

ArticleScientific reports2025

Eye movement predictors of hazard response performance in train drivers under different speed conditions.

Lu Yang, Maosheng Xia, Yusong Wang, Ding Fang, Xiaowei Jing, Jinfei Ma

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Lu YangSchool of Transportation and Logistics, Southwest Jiaotong University, Chengdu, China.
Maosheng XiaChina Railway Jinan Group Co., Ltd., Jinan, China.
Yusong WangSchool of Psychology, Liaoning Normal University, Dalian, China.
Ding FangSchool of Psychology, Liaoning Normal University, Dalian, China.
Xiaowei JingGuoneng Shuo Huang Railway Yuanping Branch, Cangzhou, China.
Jinfei MaSchool of Psychology, Liaoning Normal University, Dalian, China. majinfei@lnnu.edu.cn.

Funding

Shuohuang Railway Company GJNY-22-84
6 · The paper itself

Abstract

Foreign objects on railroads contribute to railway accidents. Train driving heavily relies on visual prowess. Drivers must quickly identify and react to these hazards, capabilities that directly impact the safety and efficiency of train operations. As train speeds increase, it becomes increasingly challenging to spot track anomalies. This underscores the importance of studying drivers' visual attention, especially under different speed conditions. This study delved into the nuances of train drivers' hazard detection by analyzing eye movement and response performance to simulated foreign object encroachments at different speeds. Our objective was to identify eye movement indicators predictive of train drivers' hazard response efficacy and to understand how these vary across different speed scenarios. The analysis highlighted distinct predictors for effective hazard response at different speeds. At standard speeds, maintaining consistent attention is crucial. The time spent searching positively correlates with hazard detection efficiency in these conditions. At higher speeds, rapid information processing becomes key, and a shorter average gaze duration indicates better hazard response. The study also revealed that train drivers tend to exhibit a left-leaning attention bias when recognizing ground-level foreign object encroachments. These insights support the development of improved training programs for train drivers, optimization of track and signal marker placement, and design of effective foreign object detection systems.

Indexed as

Automobile DrivingEye MovementsRailroadsAdultAttentionFemaleHumansMaleYoung AdultEye-movementForeign object encroachmentHigh speedTrain drivers

Identifiers

PMID40617912
PMCPMC12228803

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.