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A detailed description will be provided of all the classification algorithms that have been widely used in the domain of medical science. The foundation will be laid by giving a comprehensive overview pertaining to the background and history of the classification algorithms. This will be followed by an extensive discussion regarding various techniques of classification algorithm in machine learning (ML) hence concluding with their relevant applications in data analysis in medical science and health care. To begin with, the initials of this chapter will deal with the basic fundamentals required for a profound understanding of the classification techniques in ML which will comprise of the underlying differences between Unsupervised and Supervised Learning followed by the basic terminologies of classification and its history. Further, it will include the types of classification algorithms ranging from linear classifiers like Logistic Regression, Naïve Bayes to Nearest Neighbour, Support Vector Machine, Tree-based Classifiers, and Neural Networks, and their respective mathematics. Ensemble algorithms such as Majority Voting, Boosting, Bagging, Stacking will also be discussed at great length along with their relevant applications. Furthermore, this chapter will also incorporate comprehensive elucidation regarding the areas of application of such classification algorithms in the field of biomedicine and health care and their contribution to decision-making systems and predictive analysis. To conclude, this chapter will devote highly in the field of research and development as it will provide a thorough insight to the classification algorithms and their relevant applications used in the cases of the healthcare development sector.

Sustainable tourism will be an appropriate strategy to be promoted during the post COVID-19 pandemic, as this is a turning point for the tourism industry to grab the unique chance to have a true reset by focussing on achieving long-term sustainability and a shift from a ‘me to we’ economy. To support sustainable tourism and foster future success in the tourism industry, the process of integrating green knowledge and knowledge management can begin with entrepreneurial education in higher education institutions (HEIs). However, empirical research on university students' green entrepreneurial intention in sustainable tourism has not been exhaustively studied. Additionally, there is a need to further explore knowledge management process and entrepreneurial learning in HEIs. Hence, the aim of this study is to analyze knowledge management as a technique to explore the green entrepreneurial intention of students in HEIs in sustaining Malaysia's tourism post COVID-19 pandemic. Exploratory research with quantitative analysis was conducted through partial least squares structural equation modelling (PLS-SEM). The findings reveal that there is a positive and significant relationship between green entrepreneurial knowledge and green entrepreneurial intention in sustainable tourism among university business students. Additionally, knowledge revision and conceptual change positively and significantly influence green entrepreneurial knowledge and green entrepreneurial intention in sustainable tourism. However, knowledge application has no impact on green entrepreneurial knowledge and green entrepreneurial intention. The results of this study also reveal that green entrepreneurial knowledge does not have a mediation effect on green entrepreneurial intention. The present work contributes by going beyond the study of entrepreneurial intention, as the research focusses on interconnection among these three major areas: knowledge management, sustainable tourism, and entrepreneurship education post COVID-19 pandemic. Hence, the combination of these diverse aspects in this study provides insights to educators and policy makers to investigate the importance of green entrepreneurial knowledge and benefits of knowledge management that can be integrated into entrepreneurship education for current and future sustainable tourism development.

Despite the general interest in the circular economy, organisations have difficulties in implementing circular practices. Developing absorptive capacity (ACAP) may foster circularity among organisations. The paper aims to shed light on relationship between ACAP and organisational performance.

To empirically investigate the contribution of ACAP in circular economy implementation, the authors analysed a European sample of more than 800 Eco-Management and Audit Scheme-registered organisations through partial least squares structural equation modelling.

The analysis demonstrates that ACAP and the underlying organisational activities of a firm significantly facilitate the implementation of a circular economy and the internalisation of an environmental management system (EMS), which consequently improve the overall performance of organisations. The authors found that the diffusion of the circular economy in the organisations’ environment does not affect their commitment to implement a circular economy.

The study expands the academic literature by framing the concept of the circular economy with ACAP theory, thereby highlighting the contribution of acquisition, assimilation, transformation and exploitation. The results also provide useful insights for practitioners highlighting how organisations with an environmental certification can identify and pursue opportunities deriving from a circular economy. Finally, the research contributes to the debate on the effect of internalising EMSs and how ACAP improves economic performance, environmental performance and reputation.

This paper provides a thematic analysis of an IUCN Red-Listed bird, the houbara bustard, which Pakistan uses as a fungible resource to appease its wealthy Arab benefactors.

Thematic analysis of relevant media reports and government ministry and NGO websites comprise the study's data. Media reports were located using Dow Jones' Factiva database.

Pakistan's Ministry of Foreign Affairs issues wealthy Arabs special permits for hunting the houbara bustard as a “soft” foreign diplomacy strategy aimed at propping up the country's fragile economy. Although illegal under international and Pakistan's own wildlife laws, resource dependence theory helps explain how various country-specific issues (e.g. dysfunctional political and judicial systems) enable Pakistan's unlawful exchange of hunting permits for Arab oil and short-term financing. Surrogate accountability and agencement are examined as two means for arresting the bird's trajectory toward extinction.

Media reports comprise the primary data. Pakistani government officials were approached for interviews, but failed to reply. Although unfortunate, the pervasive corruption and mistrust that characterise Pakistan's culture would have likely tainted the responses. For this reason, media reports were always the primary data sought.

The present study extends prior literature by exploring how country context can subvert the transferability of social and political approaches used in developed countries to address environmental accounting issues and challenges. As this study shows, a developing country's economic vulnerability, combined with its dysfunctional political systems, impotent judiciary and feckless regulatory mechanisms, can undermine legislation meant to protect the country's natural environment, in general, and a threatened bird's existence, in particular.

This study aims to explore the role of green motive (GM) and green dynamic capabilities (GDC) in green innovation (GI) through green value co-creation (GVC). Moreover, this study investigates the moderation of top management support (TMS) to strengthen the mediation of specific constructs; GM, GDC, green value co-creation (GVC) and green innovation (GI).

In total, 337 respondents (executive level/chief executive officer (CEO)) of service organizations were approached using a convenience sampling technique to collect the data through the survey method. Of these, 294 (87% response rate) duly filled responses were used in the final data analysis. In SPSS (Statistical Package for Social Sciences) v-23, the Process Macro-Hayes was used to evaluate the study's conceptual framework empirically.

The study revealed that TMS strengthened the mediation framework of GM, GDC, GVC and GI. Moreover, all hypotheses related to direct and indirect associations of specific constructs used in the theoretical framework were statistically significant and proved.

The comprehensive framework for GI of service organizations, primarily in the context of developing countries like Pakistan, is deficient in literature. This study helps service organizations by providing a comprehensive GI model to put a central focus on the transformation of management philosophy and working approach for achieving GI in the services structure.

This study aims to propose a framework for Halal Food Sustainable Traceability, with the purpose of investigating the implementation of traceability and sustainability within organizations operating in the halal food industry as well as exploring the impact of these practices on organizational performance. This study examines the meat processing sector in Indonesia, focusing on medium to large-scale industrial operations. The rationale for this investigation stems from Indonesia’s substantial potential in the competitive worldwide halal food industry.

The research framework has been developed by an extensive review of relevant literature, with a specific emphasis on the cycle of the halal food sustainable traceability framework. This cycle encompasses four key stages, including the roles played by authorities, the process of standardization, the implementation phase and the importance of collaboration. The study analyses and validates data using partial least square-structural equation modeling and empirically tests the theoretical framework using 109 Indonesian halal food industry data.

The research identifies potential obstacles and difficulties that may arise during different phases of the halal food sustainable traceability framework. Concerns regarding authority, standardization, implementation and collaboration are among these. In addition, strategies for overcoming these obstacles are deliberated upon, including knowledge sharing, transparency, ongoing reporting and strategic collaboration.

The present study introduces a Halal Sustainable Traceability Framework that incorporates the principles of halal, traceability, sustainability and their effects on organizational performance. This study offers significant perspectives on the difficulties and resolutions pertaining to the traceability and sustainability of halal food in Indonesia.

Organizations worldwide are integrating sustainability into their operations to reduce the damage they do to the environment and to earn a better reputation in society. Scholars have acknowledged the role of environmental transformational leadership (ETL) in creating pro-environmental behaviors (PEBs). The manufacturing sector has shown interest in accepting an environmental management system (EMS) and fostering a mechanism for what is called perceived support organizational support for the environment (POSE). Voluntary PEBs taking the form of organizational citizenship behavior toward the environment (OCBE) increasingly interests researchers because it is important for the success of the EMS in the manufacturing sector. This study aims to investigate the mediating role of the EMS and POSE in the relationship between ETL and OCBE within ISO14001-certified Malaysian manufacturing firms.

A quantitative design was used based on a positivist approach. The data of 216 manufacturing firms were targeted using random probability sampling via a survey questionnaire. Later, the data were analyzed through the structural equation modeling (SEM) method using the SmartPLS 3.3.3 software.

Research findings confirmed a significant direct positive relationship between ETL and OCBE. Also, they confirmed the mediating role of the EMS and POSE in the relationship between ETL and OCBE among ISO14001-certified Malaysian manufacturing firms.

This research has vital ramifications for both managers and organizations. Manufacturing firms should modify the traditional OCB towards pro-environmental OCBE using key antecedents, e.g. ETL, EMS and POSE.

The study analyzed the impact of ETL on OCBE through the mediating role of PSOE and the EMS. Here the focus is on the impact of OCBE key antecedents, i.e. ETL, EMS and POSE in predicting OCBE among ISO14001-certified Malaysian manufacturing firms.

This paper aims to investigate the relationship between green human resource management (GHRM) practices and employee innovative work behaviour in the hospital. Although previous studies have examined the association between GHRM and various organisational outcomes, its nexus with employee innovative work behaviour has been largely unexplored.

This study used a quantitative approach and tested hypotheses. The research design adopted both an explanatory and descriptive approach since there were limited past data or studies to reference. The study population was human resource and administrative managers at Korle Bu Teaching Hospital who have implemented GHRM practices. The sample size consisted of 264 respondents, selected using simple random sampling. Data were collected through structured questionnaires.

The collected data were analyzed using descriptive statistics, correlation and regression analysis. The results revealed that green training, green hiring and green compensation were significant predictors of innovative work behaviour among employees.

This study contributes to the understanding of the impact of GHRM practices on employee innovative work behaviour in the healthcare sector. The study recommends that organisations should view their training investments as financial investments and focus on hiring individuals with strong environmental sensibilities. Additionally, effective reward criteria should be developed to promote GHRM practices.

Research on corporate social responsibility (CSR) reporting highlights an increasing lack of transparency in the information reported along with concerns surrounding overall reporting practices. One area that needs exploration is how chief executive officers (CEOs) convey messages in relation to CSR. This paper aims to investigate the linkage between CEO’s statements (words and images) in relation to CSR and the performativity of such communication.

The study analysed CEOs statements from five Malaysian companies contained in 2016, 2017 and 2018 standalone sustainability and annual reports. The texts and visuals are analysed by using discourse analysis.

The findings uncover three main discourses (economic, environmental and social) along with other discourses (achievements and recognition and challenges). The texts and images are found to be lacking in clarity and consistency and in many ways leave the stakeholders to make their own conclusions about the reported information.

The research indicates that while the leaders can be more direct to their stakeholders, however, the opportunity is not always capitalised. Overall, the analysis suggests an increasing scientism in CEOs messaging in relation to CSR as a tool to enhance perceived accountability of the business. The study also suggests avenues for improvement. This paper contributes to the emergence of different types of discourses that are being upheld by CEOs in their statements on CSR in Malaysian context. The discourses identified provide interesting insights into how CSR is perceived by the leaders.