Technical Papers
Aug 20, 2024

Fear Arousal Drives the Renewal of Active Avoidance of Hazards in Construction Sites: Evidence from an Animal Behavior Experiment in Mice

Publication: Journal of Construction Engineering and Management
Volume 150, Issue 11

Abstract

There is emerging evidence that negative emotions can be leveraged to help construction workers recognize hazards, with fear being closely associated with avoidance behavior among negative emotions. Previous research has indicated that decision-making during a simulated crisis differs significantly from real crisis scenarios. In order to induce fear arousal based on actual harm (referred to as real fear arousal), this study utilized the high degree of consistency between humans and mice in conducting a three-phase experiment employing a modified two-way active avoidance paradigm. The study’s key finding indicates that integrating construction elements into the modified two-way active avoidance paradigm can activate the renewal of active avoidance behavior toward shocks under conditions of fear arousal throughout the experiment. The level of fear demonstrated a significant impact on active avoidance of hazards (AAH) in the three-phase experiment.

Practical Applications

Managerial decision-making under crisis theory emphasizes the notable disparity between decision-making in simulated crisis scenarios and actual crisis situations. Consequently, effectively intervening in construction workers’ risk-taking behaviors often proves challenging. Numerous studies have established a close relationship between fear and avoidance behaviors. In order to ethically and effectively explore the influence of fearful emotions on real-life risk-taking behaviors, a three-phase avoidance experiment (comprising acquisition, extinction, and renewal phases) was conducted based on the classical paradigm used in experimental methods of animal behavior. Therefore, appropriately inducing fear arousal may enhance construction workers’ ability to avoid risk, particularly among those who have previously been injured, with potentially more pronounced effects. We advocate for a focus on enhancing the fear experience within reasonable limits during future safety training initiatives.

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Data Availability Statement

All data, models, or codes that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

This work was supported by the National Natural Science Foundation of China (No. 72001167), the Postdoctoral Research Foundation of China (No. 2022M7712494), the National Fund Cultivation Project of Xi ‘an University of Architecture and Technology (No. X20220035), and Scientific Research Project of Key Research Base of Philosophy and Social Sciences of Education Department of Shaanxi Provincial Government (No. 23JZ042). The authors would like to thank and acknowledge RWD Life Science Co., Ltd. and Chengdu Dossy experimental Animals Co., Ltd. for their technical guidance.

References

Adolphs, R. 2013. “The biology of fear.” Curr. Biol. 23 (2): R79–R93. https://doi.org/10.1016/j.cub.2012.11.055.
Aguillon-Rodriguez, V., et al. 2021. “Standardized and reproducible measurement of decision-making in mice.” Elife 10 (May): e63711. https://doi.org/10.7554/eLife.63711.
Anderson, M. C., and E. Huddleston. 2012. “Towards a cognitive and neurobiological model of motivated forgetting.” In True and false recovered memories: Toward a reconciliation of the debate, edited by R. F. Belli, 53–120. New York: Springer.
Angie, A. D., S. Connelly, E. P. Waples, and V. Kligyte. 2011. “The influence of discrete emotions on judgement and decision-making: A meta-analytic review.” Cognit. Emotion 25 (8): 1393–1422. https://doi.org/10.1080/02699931.2010.550751.
Ardeshiri, M. R., N. Hosseinmardi, and E. Akbari. 2019. “The basolateral amygdala orexin 1 and 2 receptors’ involvement in modulating spatial reference memory.” Brain Res. 1704 (Feb): 16–25. https://doi.org/10.1016/j.brainres.2018.09.017.
Ashwood, Z. C., N. A. Roy, I. R. Stone, A. E. Urai, A. K. Churchland, A. Pouget, J. W. Pillow, and L. Int Brain. 2022. “Mice alternate between discrete strategies during perceptual decision-making.” Nat. Neurosci. 25 (2): 201. https://doi.org/10.1038/s41593-021-01007-z.
Balleine, B. W., and J. P. O’Doherty. 2010. “Human and rodent homologies in action control: Corticostriatal determinants of goal-directed and habitual action.” Neuropsychopharmacology 35 (1): 48–69. https://doi.org/10.1038/npp.2009.131.
Bhandari, S., and M. R. Hallowell. 2017. “Emotional engagement in safety training: Impact of naturalistic injury simulations on the emotional state of construction workers.” J. Constr. Eng. Manage. 143 (12): 04017090. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001405.
Bhandari, S., M. R. Hallowell, and J. Correll. 2019. “Making construction safety training interesting: A field-based quasi experiment to test the relationship between emotional arousal and situational interest among adult learners.” Saf. Sci. 117 (Aug): 58–70. https://doi.org/10.1016/j.ssci.2019.03.028.
Bhandari, S., M. R. Hallowell, L. Van Boven, K. M. Welker, M. Golparvar-Fard, and J. Gruber. 2020. “Using augmented virtuality to examine how emotions influence construction-hazard identification, risk assessment, and safety decisions.” J. Constr. Eng. Manage. 146 (2): 04020091. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001755.
Bhatti, M., H. Jang, J. D. Kralik, and J. Jeong. 2014. “Rats exhibit reference-dependent choice behavior.” Behav. Brain Res. 267 (Jul): 26–32. https://doi.org/10.1016/j.bbr.2014.03.012.
Bookbinder, S. H., and C. J. Brainerd. 2017. “Emotionally negative pictures enhance gist memory.” Emotion 17 (1): 102–119. https://doi.org/10.1037/emo0000171.
Bouton, M. E. 1994. “Conditioning, remembering, and forgetting.” J. Exp. Psychol.: Anim. Behav. Processes 20 (3): 219–231. https://doi.org/10.1037/0097-7403.20.3.219.
Bouton, M. E., R. F. Westbrook, K. A. Corcoran, and S. Maren. 2006. “Contextual and temporal modulation of extinction: Behavioral and biological mechanisms.” Biol. Psychiatry 60 (4): 352–360. https://doi.org/10.1016/j.biopsych.2005.12.015.
Bowen, H. J., S. M. Kark, and E. A. Kensinger. 2018. “NEVER forget: Negative emotional valence enhances recapitulation.” Psychonomic Bull. Rev. 25 (3): 870–891. https://doi.org/10.3758/s13423-017-1313-9.
Browning, K. O., and T. A. Shahan. 2018. “Renewal of extinguished operant behavior following changes in social context.” J. Exp. Anal. Behav. 110 (3): 430–439. https://doi.org/10.1002/jeab.472.
Campos, J. J., A. Langer, and A. Krowitz. 1970. “Cardiac responses on visual cliff in prelocomotor human infants.” Science 170 (3954): 196–197. https://doi.org/10.1126/science.170.3954.196.
Chung, S., J. Cheon, and K. W. Lee. 2015. “Emotion and multimedia learning: An investigation of the effects of valence and arousal on different modalities in an instructional animation.” Instr. Sci. 43 (5): 545–559. https://doi.org/10.1007/s11251-015-9352-y.
Cowen, A. S., and D. Keltner. 2017. “Self-report captures 27 distinct categories of emotion bridged by continuous gradients.” Proc. Natl. Acad. Sci. 114 (38): E7900–E7909. https://doi.org/10.1073/pnas.1702247114.
Cunningham, W. A., C. L. Raye, and M. K. Johnson. 2004. “Implicit and explicit evaluation: fMRI correlates of valence, emotional intensity, and control in the processing of attitudes.” J. Cognit. Neurosci. 16 (10): 1717–1729. https://doi.org/10.1162/0898929042947919.
Ding, D., C. Guo, L. Yi, and J. Lai. 2018. “Attention resources mediated the fear and disgust enhancement effects in emotional memory.” Chin. J. Clin. Psychol. 26 (5): 6.
Dionne, S. D., J. Gooty, F. J. Yammarino, and H. Sayama. 2018. “Decision making in crisis: A multilevel model of the interplay between cognitions and emotions.” Organ. Psychol. Rev. 8 (2–3): 95–124. https://doi.org/10.1177/2041386618756063.
Drace, S., S. Korlat, and R. Dokic. 2020. “When stereotype threat makes me more or less intelligent: The informative role of emotions in effort mobilization and task performance.” Br. J. Social Psychol. 59 (1): 137–156. https://doi.org/10.1111/bjso.12327.
Duclot, F., I. Perez-Taboada, K. N. Wright, and M. Kabbaj. 2016. “Prediction of individual differences in fear response by novelty seeking, and disruption of contextual fear memory reconsolidation by ketamine.” Neuropharmacology 109 (Oct): 293–305. https://doi.org/10.1016/j.neuropharm.2016.06.022.
Dzeng, R.-J., C.-T. Lin, and Y.-C. Fang. 2016. “Using eye-tracker to compare search patterns between experienced and novice workers for site hazard identification.” Saf. Sci. 82 (Feb): 56–67. https://doi.org/10.1016/j.ssci.2015.08.008.
Effting, M., and M. Kindt. 2007. “Contextual control of human fear associations in a renewal paradigm.” Behav. Res. Ther. 45 (9): 2002–2018. https://doi.org/10.1016/j.brat.2007.02.011.
Epstein, D. H., K. L. Preston, J. Stewart, and Y. Shaham. 2006. “Toward a model of drug relapse: An assessment of the validity of the reinstatement procedure.” Psychopharmacology 189 (Nov): 1–16. https://doi.org/10.1007/s00213-006-0529-6.
Fang, W. L., L. Y. Ding, H. B. Luo, and P. E. D. Love. 2018. “Falls from heights: A computer vision-based approach for safety harness detection.” Autom. Constr. 91 (Jul): 53–61. https://doi.org/10.1016/j.autcon.2018.02.018.
Fastenrath, M., D. Coynel, K. Spalek, A. Milnik, L. Gschwind, B. Roozendaal, A. Papassotiropoulos, and D. J. F. de Quervain. 2014. “Dynamic modulation of amygdala-hippocampal connectivity by emotional arousal.” J. Neurosci. 34 (42): 13935–13947. https://doi.org/10.1523/JNEUROSCI.0786-14.2014.
Fernandez-Teruel, A., and A. Tobena. 2020. “Revisiting the role of anxiety in the initial acquisition of two-way active avoidance: Pharmacological, behavioural and neuroanatomical convergence.” Neurosci. Biobehav. Rev. 118 (Nov): 739–758. https://doi.org/10.1016/j.neubiorev.2020.08.014.
Fu, H. L., Z. J. Xia, Y. B. Tan, and X. T. Guo. 2024. “Influence of cues on the safety hazard recognition of construction workers during safety training: Evidence from an eye-tracking experiment.” J. Civ. Eng. Educ. 150 (1): 04023009. https://doi.org/10.1061/JCEECD.EIENG-1882.
Greenberg, L. S., L. Auszra, and I. R. Herrmann. 2007. “The relationship among emotional productivity, emotional arousal and outcome in experiential therapy of depression.” Psychotherapy Res. 17 (6): 737. https://doi.org/10.1080/10503300701667433.
Han, Y., Z. Z. Yin, J. J. Zhang, R. Y. Jin, and T. Yang. 2020. “Eye-tracking experimental study investigating the influence factors of construction safety hazard recognition.” J. Constr. Eng. Manage. 146 (8): 04020091. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001884.
Hasanzadeh, S., B. Dao, B. Esmaeili, and M. D. Dodd. 2019. “Role of personality in construction safety: Investigating the relationships between personality, attentional failure, and hazard identification under fall-hazard conditions.” J. Constr. Eng. Manage. 145 (9): 04019052. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001673.
Hasanzadeh, S., B. Esmaeili, and M. D. Dodd. 2017. “Measuring the impacts of safety knowledge on construction workers’ attentional allocation and hazard detection using remote eye-tracking technology.” J. Manage. Eng. 33 (5): 04017024. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000526.
Hilario, M., T. Holloway, X. Jin, and R. M. Costa. 2012. “Different dorsal striatum circuits mediate action discrimination and action generalization.” Eur. J. Neurosci. 35 (7): 1105–1114. https://doi.org/10.1111/j.1460-9568.2012.08073.x.
Hoang, T., S. Greuter, S. Taylor, G. Aranda, G. T. Mulvany, and I. C. Soc. 2021. “An evaluation of virtual reality for fear arousal safety training in the construction industry.” In Proc., 2021 IEEE Int. Symp. on Mixed and Augmented Reality Adjunct Proc. (ISMAR-ADJUNCT 2021), 177–182. New York: IEEE.
Hu, Y., M. van Wingerden, M. Sellitto, S. Schable, and T. Kalenscher. 2021. “Anterior cingulate cortex lesions abolish budget effects on effort-based decision-making in rat consumers.” J. Neurosci. 41 (20): 4448–4460. https://doi.org/10.1523/JNEUROSCI.2541-20.2021.
Huttunen, A. W., H. M. Reeve, and E. M. Bowman. 2020. “Bull, bear, or rat markets: Rat ‘stock market’ task reveals human-like behavioral biases.” J. Neurosci. Psychol. Econ. 13 (4): 204–229. https://doi.org/10.1037/npe0000133.
Kalenscher, T., and M. van Wingerden. 2011. “Why we should use animals to study economic decision making—A perspective.” Front. Neurosci. 5 (Jun): 82. https://doi.org/10.3389/fnins.2011.00082.
Keller, C., M. Siegrist, and H. Gutscher. 2006. “The role of the affect and availability heuristics in risk communication.” Risk Anal. 26 (3): 631–639. https://doi.org/10.1111/j.1539-6924.2006.00773.x.
Lang, A. 2006. “Using the limited capacity model of motivated mediated message processing to design effective cancer communication messages.” J. Commun. 56 (Aug): S57–S80. https://doi.org/10.1111/j.1460-2466.2006.00283.x.
Lang, P. J., M. Davis, and A. Öhman. 2000. “Fear and anxiety: Animal models and human cognitive psychophysiology.” J. Affective Disord. 61 (3): 137–159. https://doi.org/10.1016/S0165-0327(00)00343-8.
LeDoux, J. E., J. Moscarello, R. Sears, and V. Campese. 2017. “The birth, death and resurrection of avoidance: A reconceptualization of a troubled paradigm.” Mol. Psychiatry 22 (1): 24–36. https://doi.org/10.1038/mp.2016.166.
Lehner, M. H., E. Taracha, E. Kaniuga, A. Wislowska-Stanek, M. Gryz, A. Sobolewska, D. Turzynska, A. Skorzewska, and A. Plaznik. 2017. “Low-anxiety rats are more sensitive to amphetamine in comparison to high-anxiety rats.” J. Psychopharmacol. 31 (1): 115–126. https://doi.org/10.1177/0269881116667708.
Lerner, J. S., Y. Li, P. Valdesolo, and K. S. Kassam. 2015. “Emotion and decision making.” In Vol. 66 of Annual review of psychology, edited by S. T. Fiske, 799–823. Palo Alto, CA: Annual Reviews.
Li, J., H. Li, H. W. Wang, W. Umer, H. Fu, and X. J. Xing. 2019. “Evaluating the impact of mental fatigue on construction equipment operators’ ability to detect hazards using wearable eye-tracking technology.” Autom. Constr. 105 (Sep): 102835. https://doi.org/10.1016/j.autcon.2019.102835.
Li, X. S., H. B. Wang, Y. H. Tian, S. S. Zhou, X. H. Li, K. Wang, and Y. Q. Yu. 2016. “Impaired white matter connections of the limbic system networks associated with impaired emotional memory in Alzheimer’s disease.” Front. Aging Neurosci. 8 (Oct): 250. https://doi.org/10.3389/fnagi.2016.00250.
Liao, B. Y., and J. Z. Zhang. 2006. “Evolutionary conservation of expression profiles between human and mouse orthologous genes.” Mol. Biol. Evol. 23 (3): 530–540. https://doi.org/10.1093/molbev/msj054.
Lonsdorf, T. B., et al. 2017. “Don’t fear ‘fear conditioning’: Methodological considerations for the design and analysis of studies on human fear acquisition, extinction, and return of fear.” Neurosci. Biobehav. Rev. 77 (Jun): 247–285. https://doi.org/10.1016/j.neubiorev.2017.02.026.
Marshall, A. T., and K. Kirkpatrick. 2015. “Relative gains, losses, and reference points in probabilistic choice in rats.” PLoS One 10 (2): e0117697. https://doi.org/10.1371/journal.pone.0117697.
McCrickerd, J. 2016. “Emotions, learning, and the brain: Exploring the educational implications of affective neuroscience.” Teach. Philos. 39 (4): 547–552. https://doi.org/10.5840/teachphil201639481.
Mickley Steinmetz, K. R., D. R. Addis, and E. A. Kensinger. 2010. “The effect of arousal on the emotional memory network depends on valence.” NeuroImage 53 (1): 318–324. https://doi.org/10.1016/j.neuroimage.2010.06.015.
Morriss, J., A. Christakou, and C. M. van Reekum. 2016. “Nothing is safe: Intolerance of uncertainty is associated with compromised fear extinction learning.” Biol. Psychol. 121 (Dec): 187–193. https://doi.org/10.1016/j.biopsycho.2016.05.001.
Moscarello, J. M., and J. E. LeDoux. 2013. “Active avoidance learning requires prefrontal suppression of amygdala-mediated defensive reactions.” J. Neurosci. 33 (9): 3815–3823. https://doi.org/10.1523/JNEUROSCI.2596-12.2013.
Myhre, K., C. Roe, G. H. Marchand, A. Keller, E. Bautz-Holter, G. Leivseth, L. Sandvik, and B. Lau. 2013. “Fear-avoidance beliefs associated with perceived psychological and social factors at work among patients with neck and back pain: A cross-sectional multicentre study.” BMC Musculoskeletal Disord. 14 (1): 329. https://doi.org/10.1186/1471-2474-14-329.
Nakajima, S. 2014. “Renewal of signaled shuttle box avoidance in rats.” Learn. Motivation 46 (May): 27–43. https://doi.org/10.1016/j.lmot.2013.12.002.
Noreen, S., and M. D. MacLeod. 2013. “It’s all in the detail: Intentional forgetting of autobiographical memories using the autobiographical think/no-think task.” J. Exp. Psychol. Learn. Mem. Cognit. 39 (2): 375–393. https://doi.org/10.1037/a0028888.
Normand, R., W. F. Du, M. Briller, R. Gaujoux, E. Starosvetsky, A. Ziv-Kenet, G. Shalev-Malul, R. J. Tibshirani, and S. S. Shen-Orr. 2018. “Found in translation: A machine learning model for mouse-to-human inference.” Nat. Methods 15 (12): 1067. https://doi.org/10.1038/s41592-018-0214-9.
Ogallar, P. M., J. E. Callejas-Aguilera, J. M. Rosas, and J. A. Lamoureux. 2021. “Concurrent evidence of extinction making acquisition context specific and ABA and ABC renewal effects in human predictive learning.” J. Exp. Psychol. Anim. Learn. Cognit. 47 (2): 137–149. https://doi.org/10.1037/xan0000288.
Ogallar, P. M., J. M. Rosas, M. M. Ramos-Alvarez, J. A. Alcala, J. B. Nelson, M. Aranzubia, and J. E. Callejas-Aguilera. 2019. “Prior extinction increases acquisition context specificity in human predictive learning.” Behav. Processes 169 (Dec): 103984. https://doi.org/10.1016/j.beproc.2019.103984.
Pedro, A., Q. T. Le, and C. S. Park. 2016. “Framework for integrating safety into construction methods education through interactive virtual reality.” J. Civ. Eng. Educ. 142 (2): 04015011. https://doi.org/10.1061/(ASCE)EI.1943-5541.0000261.
Pekrun, R. 2006. “The control-value theory of achievement emotions: Assumptions, corollaries, and implications for educational research and practice.” Educ. Psychol. Rev. 18 (4): 315–341. https://doi.org/10.1007/s10648-006-9029-9.
Pekrun, R., A. J. Elliot, and M. A. Maier. 2009. “Achievement goals and achievement emotions: Testing a model of their joint relations with academic performance.” J. Educ. Psychol. 101 (1): 115–135. https://doi.org/10.1037/a0013383.
Pekrun, R., A. C. Frenzel, T. Goetz, and R. P. Perry. 2007. “The control-value theory of achievement emotions: An integrative approach to emotions in education.” In Emotion in education, 13–36. Amsterdam, Netherlands: Elsevier.
Peterson, C., and N. Whalen. 2001. “Five years later: Children’s memory for medical emergencies.” Appl. Cognit. Psychol. 15 (7): S7–S24. https://doi.org/10.1002/acp.832.
Rimmele, U., L. Davachi, and E. A. Phelps. 2012. “Memory for time and place contributes to enhanced confidence in memories for emotional events.” Emotion 12 (4): 834–846. https://doi.org/10.1037/a0028003.
Rosen, J. B., and M. P. Donley. 2006. “Animal studies of amygdala function in fear and uncertainty: Relevance to human research.” Biol. Psychol. 73 (1): 49–60. https://doi.org/10.1016/j.biopsycho.2006.01.007.
Salah, H., R. A. Rassoul, Y. Medlej, R. Asdikian, H. Hajjar, S. Dagher, M. Darwich, C. Fakih, and M. Obeid. 2021. “A modified two-way active avoidance test for combined contextual and auditory instrumental conditioning.” Front. Behav. Neurosci. 15 (Jun): 682927. https://doi.org/10.3389/fnbeh.2021.682927.
Sayegh, L., W. P. Anthony, and P. L. Perrewe. 2004. “Managerial decision-making under crisis: The role of emotion in an intuitive decision process.” Hum. Resour. Manage. Rev. 14 (2): 179–199. https://doi.org/10.1016/j.hrmr.2004.05.002.
Schlund, M. W., M. Ludlum, S. K. Magee, E. B. Tone, A. Brewer, D. M. Richman, and S. Dymond. 2020. “Renewal of fear and avoidance in humans to escalating threat: Implications for translational research on anxiety disorders.” J. Exp. Anal. Behav. 113 (1): 153–171. https://doi.org/10.1002/jeab.565.
Shi, Y. C., et al. 2021. “Mouse and human share conserved transcriptional programs for interneuron development.” Science 374 (6573): 1342. https://doi.org/10.1126/science.abj6641.
Shields, G. S., M. A. Sazma, A. M. McCullough, and A. P. Yonelinas. 2017. “The effects of acute stress on episodic memory: A meta-analysis and integrative review.” Psychol. Bull. 143 (6): 636–675. https://doi.org/10.1037/bul0000100.
Slovic, P., and E. Peters. 2006. “Risk perception and affect.” Curr. Directions Psychol. Sci. 15 (6): 322–325. https://doi.org/10.1111/j.1467-8721.2006.00461.x.
Strand, A. D., A. K. Aragaki, Z. C. Baquet, A. Hodges, P. Cunningham, P. Holmans, K. R. Jones, L. Jones, C. Kooperberg, and J. M. Olson. 2007. “Conservation of regional gene expression in mouse and human brain.” PLoS Genet. 3 (4): e59. https://doi.org/10.1371/journal.pgen.0030059.
Strickland, J. C. 2014. “Guide to research techniques in neuroscience.” J. Undergrad. Neurosci. Educ. 13 (1): R1–R2.
Tixier, A. J. P., M. R. Hallowell, A. Albert, L. Van Boven, and B. M. Kleiner. 2014. “Psychological antecedents of risk-taking behavior in construction.” J. Constr. Eng. Manage. 140 (11): 04014052. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000894.
Vervliet, B., F. Baeyens, O. Van den Bergh, and D. Hermans. 2013a. “Extinction, generalization, and return of fear: A critical review of renewal research in humans.” Biol. Psychol. 92 (1): 51–58. https://doi.org/10.1016/j.biopsycho.2012.01.006.
Vervliet, B., M. G. Craske, and D. Hermans. 2013b. “Fear extinction and relapse: State of the art.” In Vol. 9 of Annual review of clinical psychology, edited by S. NolenHoeksema, 215–248. Palo Alto, CA: Annual Reviews.
Wang, Q., et al. 2018. “Fear extinction requires ASIC1a-dependent regulation of hippocampal-prefrontal correlates.” Sci. Adv. 4 (10): eaau3075. https://doi.org/10.1126/sciadv.aau3075.

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Journal of Construction Engineering and Management
Volume 150Issue 11November 2024

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Received: Oct 8, 2023
Accepted: May 23, 2024
Published online: Aug 20, 2024
Published in print: Nov 1, 2024
Discussion open until: Jan 20, 2025

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Hanliang Fu [email protected]
Professor, School of Management, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China; Laboratory of Neuromanagement in Engineering, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China. Email: [email protected]
Zhongjing Xia [email protected]
Graduate Research Assistant, School of Management, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China; Laboratory of Neuromanagement in Engineering, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China. Email: [email protected]
Graduate Research Assistant, School of Management, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China; Laboratory of Neuromanagement in Engineering, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China. Email: [email protected]
Professor, Key Laboratory of Traffic Safety on Track of Ministry of Education, School of Traffic and Transportation Engineering, Central South Univ., Changsha 410075, China; Joint International Research Laboratory of Key Technology for Rail Traffic Safety, Central South Univ., Changsha 410075, China. Email: [email protected]
Chaojie Fan [email protected]
Assistant Professor, Key Laboratory of Traffic Safety on Track of Ministry of Education, School of Traffic and Transportation Engineering, Central South Univ., Changsha 410075, China; Joint International Research Laboratory of Key Technology for Rail Traffic Safety, Central South Univ., Changsha 410075, China. Email: [email protected]
Xiaotong Guo [email protected]
Assistant Professor, School of Management, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China; Laboratory of Neuromanagement in Engineering, Xi’an Univ. of Architecture and Technology, Xi’an 710055, China (corresponding author). Email: [email protected]

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