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The purpose of this study is to provide evidence to support an emerging theory that interpersonal conflict is the primary cause of workplace stress among a self-selected sample of Irish construction managers.

Eighteen construction managers working in Ireland were recruited for this study. Using semi-structured interviews and interpretative phenomenological analysis as the research methodology, the causes of their workplace stress were investigated.

Participants reported that the principal cause of their workplace stress was high levels of interpersonal conflict between colleagues. The effects of this interpersonal conflict included avoidance behaviour, ill health, absences from the workplace and loss of productivity issues. Deadlines, penalty clauses, lack of appreciation, cliques, costs, communication, temporary contracts and delays were also reported stressors.

A limitation of the study is the small sample of 18 construction managers and the limited geographical area.

The social implications of this study could be to clearly identify that interpersonal conflict may be under reported in the construction industry, and there is a possibility that it is being misclassified as other workplace behaviours such as bullying, harassment and workplace violence. If this is so, this could aid future researchers in addressing this challenging workplace behaviour.

The current consensus in the literature is that the three main causes of workplace stress are bullying, harassment and violence. However, the role and importance of interpersonal conflict as reported in this study, with the exception of North America and China, is not reflected in the wider health and safety research literature. In addition, interpersonal conflict and its reluctance to be reported is largely absent from construction safety research. The findings of this study may be explained if the workplace stress research community is currently misclassifying interpersonal conflict as a manifestation of bullying, harassment or violence. If this is the case, interpersonal conflict needs further research. This is to establish if this cause of construction-related workplace stress needs to be reconsidered as a standalone phenomenon in the wider family of challenging workplace behaviours.

With the development of intelligent technology, deep learning has made significant progress and has been widely used in various fields. Deep learning is data-driven, and its training process requires a large amount of data to improve model performance. However, labeled data is expensive and not readily available.

To address the above problem, researchers have integrated semi-supervised and deep learning, using a limited number of labeled data and many unlabeled data to train models. In this paper, Generative Adversarial Networks (GANs) are analyzed as an entry point. Firstly, we discuss the current research on GANs in image super-resolution applications, including supervised, unsupervised, and semi-supervised learning approaches. Secondly, based on semi-supervised learning, different optimization methods are introduced as an example of image classification. Eventually, experimental comparisons and analyses of existing semi-supervised optimization methods based on GANs will be performed.

Following the analysis of the selected studies, we summarize the problems that existed during the research process and propose future research directions.

This paper reviews and analyzes research on generative adversarial networks for image super-resolution and classification from various learning approaches. The comparative analysis of experimental results on current semi-supervised GAN optimizations is performed to provide a reference for further research.

This study aims to examine the association between workplace spirituality (WPS) and individual’s work engagement (WE) and also the mediating effect of individual’s psychological conditions [psychological meaningfulness (PSYM), psychological safety (PSYS) and psychological availability (PSYA)] on this relationship.

Grounded on Kahn’s personal engagement theory, a model has been developed with WPS as an independent variable, individual’s psychological conditions (PSYM, PSYS and PSYA) as the mediators and individual’s WE as the dependent variable. Based on the online responses from 510 millennial employees working in Fortune 500 manufacturing and service industries operating in India, analysis has been undertaken using confirmatory factor analysis, Pearson correlation and PROCESS macro of Hayes (2017).

WPS has been noted to influence individual’s WE positively and there is a partial mediation of PSYM, PSYS and PSYA on this relationship.

The present study is able to extend the scope of Kahn’s personal engagement theory.

Leaders and HR administrators can use the framework to ensure positive engagement levels for the millennial workforce. It will also help to reduce job dissatisfaction and burnouts at the workplace.

The present study contributes to understanding WE through the lens of WPS. It adds to the existing knowledge by explaining the mediation of the psychological conditions between spirituality and WE among millennials working in India. To the best of the authors’ knowledge, this study can be considered one of the first studies that has attempted to understand the role of WPS and psychological conditions on WE levels of millennials.