Factors influencing unsafe behaviors: A supervised learning approach

YM Goh, CU Ubeynarayana, KLX Wong… - Accident Analysis & …, 2018 - Elsevier
Despite its potential, the use of machine learning in safety studies had been limited.
Considering machine learning's advantage in predictive accuracy, this study used a …

Using the TPB and 24Model to understand workers' unintentional and intentional unsafe behaviour: a case study

Y An, H Wang, X Yang, J Zhang, R Tong - Safety science, 2023 - Elsevier
Much of the prior research on unsafe behaviour has not fully considered the subjective
intentionality of behaviour. We attempted to challenge this practice by distinguishing …

Modeling safe and unsafe driving behaviour

WLG Verschuur, K Hurts - Accident Analysis & Prevention, 2008 - Elsevier
A sample of 743 Dutch drivers was queried about driving-related errors and violations, and
about the frequency of their accident involvement over the past 3 years. In addition, the …

[HTML][HTML] Exploring the impact of unsafe behaviors on building construction accidents using a Bayesian network

S Guo, J He, J Li, B Tang - … journal of environmental research and public …, 2020 - mdpi.com
Unsafe behavior is a critical factor leading to construction accidents. Despite numerous
studies supporting this viewpoint, the process by which accidents are influenced by …

Safety climate and the theory of planned behavior: Towards the prediction of unsafe behavior

GJ Fogarty, A Shaw - Accident Analysis & Prevention, 2010 - Elsevier
The present study is concerned with the human factors that contribute to violations in
aviation maintenance. Much of our previous research in this area has been based on safety …

Antecedents of construction workers' safety cognition: A systematic review

Y Liu, G Ye, Q Xiang, J Yang, YM Goh, L Gan - Safety science, 2023 - Elsevier
The issue of construction workers' unsafe behavior has been a global challenge. Behavior is
a product of human cognition, and research from a cognitive perspective can potentially curb …

Cognitive factors underlying unsafe behaviors of construction workers as a tool in safety management: A review

Z Hu, WT Chan, H Hu, F Xu - Journal of Construction Engineering …, 2023 - ascelibrary.org
Understanding the dynamic interactions in the construction worker's cognitive process is the
key to eliminating human errors on construction sites and designing safety interventions to …

Role of organizational factors affecting worker safety behavior: A Bayesian belief network approach

BHW Hadikusumo, B Jitwasinkul, AQ Memon - Procedia engineering, 2017 - Elsevier
Several investigations on major occupational accidents are demonstrating interest in role of
organizational factors. Investigations and evidences manifest that “the root causes involved …

Analysis of truck drivers' unsafe driving behaviors using four machine learning methods

Y Niu, Z Li, Y Fan - International Journal of Industrial Ergonomics, 2021 - Elsevier
Unsafe driving behaviors are the leading causes of truck crashes. Therefore, an enhanced
understanding of truck drivers' unsafe driving behaviors is of considerable significance for …

Defining and testing a safety cognition framework incorporating safety hazard perception

Y Han, Z Yin, J Liu, R Jin, K Gidado… - Journal of …, 2019 - ascelibrary.org
There has been insufficient research focusing on checking the reliability of construction
employees' hazard perceptions by comparing them with empirical safety data. There have …