A consumer health information system must be able to comprehend both expert and non-expert medical vocabulary and to map between the two. We describe an ongoing project to create a new lexical database called Medical WordNet (MWN), consisting of medically relevant terms used by and intelligible to non-expert subjects and supplemented by a corpus of natural-language sentences that is designed to provide medically validated contexts for MWN terms. The corpus derives primarily from online health information sources targeted (...) to consumers, and involves two sub-corpora, called Medical FactNet (MFN) and Medical BeliefNet (MBN), respectively. The former consists of statements accredited as true on the basis of a rigorous process of validation, the latter of statements which non-experts believe to be true. We summarize the MWN / MFN / MBN project, and describe some of its applications. (shrink)

Health service consumers' satisfaction with the services they receive has been a challenge over the past decade, and this has been attributed to many factors that diverse scholars have investigated using different variables. In this study, the attitude and ethical behaviours of healthcare providers as antidotes to health service consumers' satisfaction in the Primary Health Centre at Mgbuoshimini, Port Harcourt, Nigeria, were investigated. A cross-sectional descriptive research design was used to select participants from pregnant women, nursing mothers, (...) couples for family planning, and sick patients. The data were analysed using descriptive statistical tools. The results of the grand total response values were 400 (100%) and strongly agree had 190 (47.5%), agree had 160 (40%), 390 (100%) and strongly agree had 260 (66.7%), agree had 100 (25.6%), and strongly disagree had 13 (3.3%). The overall results were strongly agreed (66.7%) and agreed (25.6%); these connote that the attitudes and ethical behaviours of the healthcare providers towards healthcare service consumers in the primary healthcare facility were poor and that healthcare providers do not execute good ethical behaviour towards health service consumers in the facility, leading to low levels of health resource consumption, low patronage image promotion, and consumers' loss of confidence in the service provider. Therefore, the government should put mechanisms in place to ensure a positive attitude and favourable ethical behaviour among healthcare providers, and individual healthcare providers should also acquire soft skills to improve their attitude and ethical behaviour. (shrink)

Decision-making regarding healthcare expenditure hinges heavily on an individual's health status and the certainty about the future. This study uses data on propensity of general health exam (GHE) spending to show that despite the debate on the necessity of GHE, its objective is clear—to obtain more information and certainty about one’s health so as to minimise future risks. Most studies on this topic, however, focus only on factors associated with GHE uptake and overlook the shifts in behaviours (...) and attitudes regarding different levels of cost. To fill the gap, this study analyses a dataset of 2068 subjects collected from Hanoi (Vietnam) and its vicinities using the baseline-category logit method. We evaluate the sensitivity of Vietnamese healthcare consumers against two groups of factors (demographic and socioeconomic-cognitive) regarding payment for periodic GHE, which is not covered by insurance. Our study shows that uninsured, married and employed individuals are less sensitive to cost than their counterparts because they value the information in reducing future health uncertainty. The empirical results challenge the objections to periodic health screening by highlighting its utility. The relevance of behavioural economics is further highlighted through a look at the bounded rationality of healthcare consumers and private insurance companies in using and providing the service, respectively. (shrink)

Decisional capacity evaluations (DCEs) occur in clinical settings where it is unclear whether a consumer of medical services has the capacity to make an informed decision about the relevant medical options. DCEs are localized interventions, not the global loss of competence, that assign a surrogate decision maker to make the decision on behalf of the medical consumer. We maintain that one important necessary condition for a DCE to be morally justified, in cases of medical necessity, is that the (...) health care consumer under evaluation is incapable of expressing a preference for a certain outcome. (shrink)

Individual attributes, such as educational background, may influence the degree of health consideration in food consumption. The local social norms may affect the same consideration in the collective level. Represented by education level and the custom rules adherence in food choosing behavior, this study aimed to examine how knowledge influences health consideration in food consumption and how the local social norms moderate this association in a multicultural enriched society. By utilizing the Bayesian Mindsponge Framework (BMF) as a conceptual (...) framework, this study analyzed a dataset of 710 urban residents in Indonesia. There was a negative association between education level and health consideration in food consumption in which the custom rules adherence in food choosing behavior moderated against this negative association. For those with a low level of custom-based food consumption, their health consideration is lower as they have higher education level. However, the opposite trend which is a more intuitive positive association was found in those who consume more custom-based food. Socio-cultural factors have a complex impact on food choosing behavior among Indonesian urban residents. Therefore, governmental policies in the health promotion campaign of healthy-nutritious food should incorporate socio-cultural aspects with a deeper understanding of the human mind’s information processing. (shrink)

Tracking and goal setting are popular approaches in the personal health and fitness industry. In this paper we use a similar approach to assist users in their journey for a more sustainable lifestyle, starting with food. We employ Action Design Research (ADR) methodology to develop an application and subsequently propose design principles for developing blockchain-based applications for assisting users on their path to eating environmentally friendly food. The path to a sustainable lifestyle can be hard as individuals often do (...) not realize their personal impact towards achieving a net zero carbon future. To address this shortcoming, this study conducts an ADR experiment to create affordances for users to learn, create impact and realize that they are not alone in this journey thus motivating users to a sustainable lifestyle. The design principles that emerged from the project are design for categories and labels, design for measuring collective impact, and design for rewards and redemption. (shrink)

The conjunction of wireless computing, ubiquitous Internet access, and the miniaturisation of sensors have opened the door for technological applications that can monitor health and well-being outside of formal healthcare systems. The health-related Internet of Things (H-IoT) increasingly plays a key role in health management by providing real-time tele-monitoring of patients, testing of treatments, actuation of medical devices, and fitness and well-being monitoring. Given its numerous applications and proposed benefits, adoption by medical and social care institutions and (...) consumers may be rapid. However, a host of ethical concerns are also raised that must be addressed. The inherent sensitivity of health-related data being generated and latent risks of Internet-enabled devices pose serious challenges. Users, already in a vulnerable position as patients, face a seemingly impossible task to retain control over their data due to the scale, scope and complexity of systems that create, aggregate, and analyse personal health data. In response, the H-IoT must be designed to be technologically robust and scientifically reliable, while also remaining ethically responsible, trustworthy, and respectful of user rights and interests. To assist developers of the H-IoT, this paper describes nine principles and nine guidelines for ethical design of H-IoT devices and data protocols. (shrink)

Promotion of prescription drugs may appear to be severely limited in some jurisdictions due to restrictions on direct-to-consumer advertising. However, in most jurisdictions, strategies exist to raise consumer awareness about prescription drugs, notably through the deployment of direct-to-consumer information campaigns that encourage patients to seek help for particular medical conditions. In Canada, DTCI is presented by industry and regulated by Health Canada as being purely informational activities, but their design and integration in broader promotional campaigns raise (...) very similar ethical concerns as those associated with DTCA. Specifically, DTCI can be an effective means of familiarizing the public with the scope and benefits of a particular prescription drug and so, like DTCA, can promote increased patient-consumer demand and thus a problematic rise in the prescribing and use of medications that may be neither the most appropriate nor the most cost-effective. Yet, with DTCI the industry is playing within the existing rules and regulations set by health regulators. To respond appropriately to this regulatory incoherence, we argue that DTCI should be regulated as a type of direct-to-consumer indirect advertising. Even if the case and specific regulations presented here are Canadian, the implications extend to every country that has a partial or total prohibition on DTCA. (shrink)

In the last two decades, WORDNET has evolved as the most comprehensive computational lexicon of general English. In this article, we discuss its potential for supporting the creation of an entirely new kind of information resource for public health, viz. MEDICAL WORDNET. This resource is not to be conceived merely as a lexical extension of the original WORDNET to medical terminology; indeed, there is already a considerable degree of overlap between WORDNET and the vocabulary of medicine. Instead, we propose (...) a new type of repository, consisting of three large collections of (1) medically relevant word forms, structured along the lines of the existing Princeton WORDNET; (2) medically validated propositions, referred to here as medical facts, which will constitute what we shall call MEDICAL FACTNET; and (3) propositions reflecting laypersons’ medical beliefs, which will constitute what we shall call the MEDICAL BELIEFNET. We introduce a methodology for setting up the MEDICAL WORDNET. We then turn to the discussion of research challenges that have to be met in order to build this new type of information resource. (shrink)

Consumers are increasingly able to easily access health information online about food products. However, consumers have difficulty identifying reliable health information from diverse sources along with information about the coronavirus disease (COVID-19) pandemic because the inundation of information (both true and false) overwhelm consumers. We investigated the usefulness of a checklist confirmation scheme for identifying unreliable COVID-19-related health information. Data were collected from June 30–July 1, 2021. First, we measured 700 participants’ baseline health literacy levels by (...) having them read unreliable health information about the efficacy of green tea intake in preventing COVID-19 based on the results of animal experimentation. Second, participants read an explanation with a five-step flowchart of how to identify reliable health information. Thereafter, we remeasured participants’ health literacy levels. To identify the factors hindering the effect of the confirmation scheme, a logistic regression analysis was performed to calculate odds ratios (ORs) and 95% confidence intervals (CIs). Overall, 77.9% (293/376) of those with low health literacy levels at baseline still had low literacy after the intervention. The factor that hindered the confirmation scheme’s usefulness was benefit perceptions of food ingredients (OR: 0.493; 95% CI: 0.252–0.966). Consumers with higher benefit perceptions of a target product faced more difficulties using the confirmation scheme effectively. Therefore, the most effective strategies involve filtering information at the organizational level rather than the individual level, which should help consumers correctly identify misinformation concerning food and health and promote accurate decision-making. (shrink)

ABSTRACTThe responsibility of the food and beverage industry for noncommunicable diseases is a controversial topic. Public health scholars identify the food and beverage industry as one of the main contributors to the rise of these diseases. We argue that aside from moral duties like not doing harm and respecting consumer autonomy, the food industry also has a responsibility for addressing the structural injustices involved in food-related health problems. Drawing on the work of Iris Marion Young, this article (...) first shows how food-related public health problems can be understood as structural injustices. Second, it makes clear how the industry is sustaining these health injustices, and that due to this connection, corporate actors share responsibility for addressing food-related health problems. Finally, three criteria are discussed as grounds for attributing responsibility, allowing for further specification on what taking responsibility for food-related health problems can entail in corporate practice. (shrink)

I argue that, contrary to what Tom Regan suggests, his rights view implies that subsistence hunting is wrong, that is, killing animals for food is wrong even when they are the only available food source, since doing so violates animal rights. We can see that subsistence hunting is wrong on the rights view by seeing why animal experimentation, specifically xenotransplanation, is wrong on the rights view: if it’s wrong to kill an animal to take organs to save a human life, (...) it’s wrong to kill an animal to eat that animal to save a human life or improve human health. I discuss these arguments’ implications for animal rights-based vegan advocacy, insofar as some people claim that they don’t feel their best on vegan diets and so their eating meat is morally justified. I argue that such an attempt to justify consuming animal products fails on Regan’s rights view, but discuss some attempts to morally excuse such violations of animals’ rights. These attempts are inspired by Regan’s attempts at potentially excusing animal rights advocates’ using medications developed using animals. (shrink)

In a rigorous systematic review, Dukhanin and colleagues categorize metrics and evaluative tools of the engagement of patient, public, consumer, and community in decision-making in healthcare institutions and systems. The review itself is ably done and the categorizations lead to a useful understanding of the necessary elements of engagement, and a suite of measures relevant to implementing engagement in systems. Nevertheless, the question remains whether the engagement of patient representatives in institutional or systemic deliberations will lead to improved clinical (...) outcomes or increased engagement of individual patients themselves in care. Attention to the conceptual foundations of patient engagement would help make this systematic review relevant to the clinical care of patients. (shrink)

Milk contains a prominently beneficial nutritional value. Amino acids, fats, carbohydrates, vitamins, and also minerals can be found in it. Therefore, consuming it has an important role in children’s diet. Calcium is one of its most significant components, which is indispensable for bones and teeth, and for normal activity of muscle and nervous system, and also for controlling clotting processes. This manuscript reviews the key nutritional values of milk, and then determines some consumption recommendations for milk and dairy products, which (...) might support creating children’s proper diet, and also maintain their growth and calcium balance. (shrink)

Electronic health records (EHRs) serve as repositories of documented data collected in a health care encounter. An EHR records information about who receives, who provides the health care and about the place where the encounter happens. We also observe additional elements relating to social relations in which the healthcare consumer is involved. To provide a consensus representation of common data and to enhance interoperability between different EHR repositories we have created a solution grounded in formal ontology. (...) Here, we present how an ontology for the obstetric and neonatal domain deals with these general elements documented in health care encounters. Our goal is to promote the interoperability of information among EHRs created in different specialties. To develop our ontology, we used two main approaches: one based on ontological realism, the other based on the principles of the OBO Foundry, including reuse of reference ontologies. (shrink)

Alcohol consuming is so present in human history to the extent that it has become ‘a universal language’. Under this point of view, studying historical trends regarding alcohol consume, geographical profile of its abuse, political approaches at the level of public health in different countries and epochs, might be of interest toward understanding the actual situation. Alcohol beverages have been considered positively due to the unproven belief that they have curative and medicinal characteristics. The oldest recipe describing the way (...) of preparing an alcoholic drink is for the beer, dating more than 3800 years before, written over a stone plaque. The entire text is a hymn for Ninkasi, the Sumerian goddess of beer. Other authors suggest that wine has been part of the menu since six millennia, with archeological uncovering of Hajji Firuz Neolithic house that yielded the six wine jars in Tepe, ancient Persia. Different options have been tested with the aim of controlling the production and trading of these beverages, with all advantages and disadvantages that these implemented options present. (shrink)

Consumers are increasingly aware of the health- and safety-related implications of the food which they can buy in the market. At the same time, households have become more aware of their environmental responsibilities. Regarding the production of food, a crucial and multifunctional role is played by agriculture. The way vegetables, fruits, and other crops are grown and how livestock is raised has an impact on the environment and landscape. Operations performed by farmers, such as water management, can be dangerous (...) for the soil and the whole ecosystem. Consequently, there is a search for natural ways of sustaining the impact of agriculture on the environment. In this context, one of the most popular ideas is organic agriculture. In the literature on the subject, there are many concepts that some authors consider to be synonymous even as others argue that these terms are not interchangeable. There is, for example, "organic agriculture," "alternative agriculture," "sustainable agriculture," "ecological agriculture," "biological agriculture," "niche farming," "community-supported agriculture," and "integrated pest management." Very often, techniques and products related to organic agriculture are described by marketing experts with the use of abbreviations such as "bio" and "eco." Products with such markings and labels are increasingly popular in stores that often give them separate shelves for their sale. Despite the higher price compared to conventional products, they are increasingly sought by consumers. The entry examines the various impacts of organic agriculture with a view to these trends. (shrink)

This study aims to determine driving factors significantly influencing the purchase intention and to identify impediments creating the intention –behavior gap regarding organic food consumption in Vietnam. The chosen driving factors affecting the organic food purchase intention in this study are health benefits, environmental awareness, and social norms, whereas trust, price, and convenience as well as availability are investigated as deterrent factors of the link between intention and behavior. A structured online questionnaire with snow-balling sampling method was distributed to (...) collect a representative sample of 466 Vietnamese consumers nationwide. A five-point likert scale was used for the level of approval for 36 statements. Statistical tools of SPSS 22.0 including descriptive analysis, principal component analysis, and multiple regression analysis models were used for data analysis. The results showed that health benefits, environmental awareness, and social norms were facilitators of organic food purchase intention. Although high intention to purchase organic foods was identified in Vietnam, it was not translated into actual purchase behavior. The main barriers for the inconsistency were premium price and low availability of organic products or inconvenience to buy in the market. Lack of trust insignificantly impacted on organic food choices among Vietnamese consumers in this study. These empirical findings and suggestions are beneficial for all players across supply chains. (shrink)

The aim of the article is to identify the impact of cognitive style of management on the development of tourism and hospitality companies. The article discusses some approaches to the definition of “cognitive style”, presents the author’s understanding in the organizational context, namely, the cognitive style should be understood as the features of awareness, interpretation and dissemination of external and internal information by the staff in order to improve the efficiency and competitiveness of the products manufactured. The table “The attitude (...) of employees of different cognitive styles to work according to the classification by Cool E., Holland J., Myers Briggs I.” was developed, which allows determining the relationships between correspondence of the employee cognitive style to his duties and attitude to work. The trends of choosing tourist services by the consumer depending on his individual cognitive style have been analyzed. The necessity of taking into account the cognitive features both of the staff (in order to increase productivity, loyalty, improve health and self-esteem) and the consumer (to increase the level of his satisfaction of the services) has been proved. (shrink)

Food and beverage firms are frequently criticised for their impact on the spread of non-communicable diseases like obesity and diabetes type 2. In this article we explore under what conditions the sales and marketing of unhealthy food and beverage products is irresponsible. Starting from the notion of ordinary morality we argue that firms have a duty to respect people’s autonomy and adhere to the principle of non-maleficence in both market and non-market environments. We show how these considerations are relevant when (...) thinking about immoral behaviour in the food and beverage industry, and identify under what conditions sales and marketing of unhealthy foods and beverages to adults and children is wrong. Based on this analysis we argue that firms should take into account: whether consumers are able to identify manipulative marketing, the degree of manipulation, as well as the negative impact a product has on health. We hold that for the food industry to act responsible it should re-evaluate the marketing of unhealthy products to adults and refrain from marketing to children. We conclude this study by making several recommendations on how the food industry should interact with consumers and highlight what changes need to be made in corporate practice. (shrink)

This chapter explores the question of whether or not individual agents are under a moral obligation to reduce their ‘antimicrobial footprint’. An agent’s antimicrobial footprint measures the extent to which her actions are causally linked to the use of antibiotics. As such, it is not necessarily a measure of her contribution to antimicrobial resistance. Talking about people’s antimicrobial footprint in a way we talk about our carbon footprint may be helpful for drawing attention to the global effects of individual behaviour (...) and for highlighting that our choices can collectively make a real difference. But can we be morally obligated to make a contribution to resolving a collective action problem when our individual contributions by themselves make no discernible difference? I will focus on two lines of argument in favour of such obligations: whether a failure to reduce one’s antimicrobial footprint is unfair and whether it constitutes wrongdoing because it is harmful. I conclude by suggesting that the argument from collective harm is ultimately more successful. (shrink)

Hassoun argues that the poor in the world have a right to health and that the Global Health Impact Index provides consumers in well-off countries with the opportunity to ensure that more people have access to essential medicines. Because of this, these consumers would be ethically obliged to purchase Global Health Impact Index-labeled products in the face of existing global inequalities. In presenting her argument, Hassoun rejects the so-called democratic account of ethical consumption in favor of the (...) positive change account. Two versions of the democratic change account are relevant. One underscores the importance of democratic procedures and institutions, while the other stresses our fundamental moral equality. While at least one prominent institutionalist account has problems, revised versions would be less vulnerable to Hassoun’s counterexamples. Furthermore, institutionalist accounts come with the epistemological gains from democratic procedures and deliberations, which may be especially important under uncertainty. Finally, and perhaps more challenging for the Global Health Impact index project, this measure may place the burden unfairly on those who need to buy medicines. This is a pivotal insight from the non-institutionalist version of the democratic account of ethical consumption. (shrink)

The COVID-19 pandemic has intensified the extent to which economies in the developed and developing world rely on gig workers to perform essential tasks such as health care, personal transport, food and package delivery, and ad hoc tasking services. As a result, workers who provide such services are no longer perceived as mere low-skilled laborers, but as essential workers who fulfill a crucial role in society. The newly elevated moral and economic status of these workers increases consumer demand (...) for corporate social responsibility regarding this stakeholder group – specifically for practices that increase worker freedom and rewards. We provide algorithmic tools for online labor platforms to meet this demand, thereby bolstering their social purpose and ethical branding while better protecting themselves from future reputational crises. To do so, we advance a managerial strategy rooted in moral self-awareness theory in order to leverage customers’ virtuous self-perception and increase gig-worker freedom. (shrink)

When thinking about designing social media platforms, we often focus on factors such as usability, functionality, aesthetics, ethics, and so forth. Epistemic considerations have rarely been given the same level of attention in design discussions. This paper aims to rectify this neglect. We begin by arguing that there are epistemic norms that govern environments, including social media environments. Next, we provide a framework for applying these norms to the question of platform design. We then apply this framework to the real-world (...) case of long-form informational content platforms. We argue that many current long-form informational content platforms are epistemically unhealthy. The good news? We provide concrete advice on how to take steps toward improving their health! Specifically, we argue that they should change how they verify and authenticate content creators and how this information is displayed to content consumers. We conclude by connecting this guidance to broader issues about the epistemic health of platforms. (shrink)

Social justice demands that we attend carefully to the epistemic terrains we inhabit as well as to the epistemic resources we summon to make our lived experiences tangible to one another. Not all epistemic terrains are hospitable—colonial projects landscaped a good portion of our epistemic terrain long before present generations moved across it. There is no shared epistemicterra firma,no level epistemic common ground where knowers share credibility and where a diversity of hermeneutical resources play together happily. Knowers engage one another (...) on a politically saturated,unlevel knowing fieldwhere members of dominant groups work to forcibly maintain their epistemic home-terrain advantage. I use the metaphor of the unlevel knowing field to capture these oppressive epistemic structures. The unlevel knowing field is a hungry place where all knowledge that fails to nurture and sustain dominant ways knowing risks being dragged onto the dominator's epistemic home turf to be mined, coopted, consumed, or destroyed. Knowledge and willful ignorance circulate with equal vigor in this hungry world. From the standpoint of oppressed/resisting peoples, the unlevel knowing field is a minefield, an epistemic twilight zone, which must be traversed with considerable care and endless attention. The harms epistemic injustice produces are not disembodied harms. Repeated acts of injustice weather our bodies, dull our minds, weaken our hearts, and traumatize the spirit of our communities. They create public-health precarities and invite mental, emotional, physical, and spiritual illness into our being. Epistemic oppression is a cruel thief. It is disorienting, exhausting, and deadly. It triggers anger, anxiety, depression, and resistance. It steals our time, energy, and attention away from more beautiful things. (shrink)

Tech companies have eagerly utilised mindfulness techniques in order to increase both creativity and productivity among their managers and employees. However, while a growing number of studies within fields of clinical psychology and psychiatry suggest that mindfulness provides myriad health benefits, such literature does not critically evaluate the societal and affective influences of mindfulness and other wellness practices on working bodies. By focusing on discourses related to mindfulness training, this paper explores the conception of ‘being present’. Drawing on the (...) phenomenology of the body, affect theory, and critical mindfulness studies, we develop a new theoretical framework for analysing mindfulness as a somatic and social force in technology-driven business contexts. Using research material drawn from the online advertising of mindfulness programmes for managers, this paper describes ‘presence’ as a new labour concept associated with the cultivated performance skill of the managerial body in the era of late capitalism. We conclude that mindfulness training – transforming the somatic into an affective investment – has transformed Buddhist meditation into capital that can be bought and consumed. (shrink)

The accumulation of potentially toxic elements (PTEs) has raised public awareness due to harmful contamination to both human and marine creatures. This study was designed to determine the concentration of copper (Cu), zinc (Zn), cadmium (Cd), and nickel (Ni) in the intestine, kidney, muscle, gill, and liver tissues of local commercial edible fish, fourfinger threadfin (Eleutheronema tetradactylum), and black pomfret (Parastromateus niger) collected from Morib (M) and Kuala Selangor (KS). Among the studied PTEs, Cu and Zn were essential elements to (...) regulate body metabolism with certain dosages required while Cd and Ni were considered as non-essential elements that posed chronic and carcinogenic risk. The concentration of PTEs in fish tissue samples was analyzed using flame atomic absorption spectrometry (F-AAS). By comparing the concentration of PTEs in fish tissues as a bioindicator, the environmental risk of Morib was more serious than Kuala Selangor because both fish species collected from Morib resulted in a higher PTEs concentration. For an average 62 kg adult with a fish ingestion rate (FIR) of 0.16 kg/person/day in Malaysia, the estimated weekly intake (EWI) of Cd from the consumption of E. tetradactylum (M: 0.0135 mg/kg; KS: 0.0134 mg/kg) and P. niger (M: 0.0140 mg/kg; KS: 0.0132 mg/kg) had exceeded the provisional tolerable weekly intake (Cd: 0.007 mg/kg) established by the Joint FAO/WHO Expert Committee on Food Additives (JECFA) and oral reference dose (ORD) values of Cd (0.001 mg/kg/day) as provided by the United States Environmental Protection Agency (USEPA) regional screening level, thus it posed chronic risks for daily basis consumption. Besides, the value of the carcinogenic risk of Cd (0.7−3 to 0.8−3) and Ni (0.5−3 to 0.6−3) were in between the acceptable range (10−6 to 10−4) of the health index that indicates a relatively low possibility cancer occurrence to the consumers in both Morib and Kuala Selangor. This study recommended FIR to be 0.80 kg/person/day to reduce the possibility of posing chronic and carcinogenic risks while at the same time obtaining the essential nutrients from the fish. (shrink)

This chapter aims to examine the configuration of the sharing economy in the United Kingdom. The chapter provides an examination of the key opportunities and challenges that this socio-economic model generates in the country. It includes an account of different sharing economy initiatives in the United Kingdom, including crowdfunding projects, tool libraries, timesharing banks, men’s sheds, and shared workspaces, commercial sharing economy services, micro-libraries, community-gardening projects, and paid online peer-to-peer accommodation. Increased consumer choice and economic benefits derived from an (...) extended economy around the sharing economy are identified as key opportunities. Key challenges relate to policymaking and taxation of businesses and participants in the sharing economy, as well as the wider enforcement of health and safety regulations and the impact that the recent pandemic is having on the industry. The chapter also provides an examination of the latest developments and regulations in this area. In addition, the chapter identifies the most pressing issues and possible future directions of research in this context. (shrink)

Abstract: People all over the world have been drinking tea for thousands of centuries, and for good reason. Many types of teas can help you stay healthy by boosting your immune system, reducing inflammation, and even preventing cancer and heart disease. There is sufficient material to show that regularly consuming tea can improve your health over the long term. A deep learning model that categorizes tea disorders has been completed. When focusing on the tea, we must also focus on (...) and take into account the diseases that harm it. The aim of this paper is to diagnose tea diseases based on a dataset containing 8000 picture and 8 classes .The model gave the final accuracy test with an F1-score of 99.41% in an estimated time 3 second, as with these results it proved its effectiveness and good ability in the classification test. (shrink)

Michael Marder in Dump Philosophy claims that that there has been so much dumping with modern civilization that we now live in a dump, with those parts of our environment not contaminated by dumping, now rare. The growth of the dump is portrayed as the triumph of nihilism, predicted by Nietzsche as the outcome of life denying Neoplatonist metaphysics. Marder’s proposed solution, characterized as “undumping”, is to accept the dump and to promote reinterpretations and informal communities within the dump. It (...) is argued here that Marder provides great insight into our current situation and its causes; however, his proposed solution is too weak. To respond to the situation described, it is argued, it is necessary to distinguish between healthy and unhealthy dumping, or more broadly, healthy and unhealthy participation in nature. To make this distinction, it is necessary see humans as ecosystems and components of ecosystems, including the global ecosystem, as these have been characterized by anti-reductionist ecologists. Ecosystems can be healthy or unhealthy. Dumping and dumps should be identified as problematic outputs when they damage the health of ecosystems. The products of human activity not destined to be consumed or used for further productive activity, can then be identified and judged according to whether they augment or damage ecosystems’ health. Dumping should be severely restricted. This should be associated with making a commitment to life and its value, and living to augment life, developing the social and economic forms and institutions that facilitate living in this way. (shrink)

Spinoza rarely refers to art. However, there are extensive resources for a Spinozist aesthetics in his discussion of health in the Ethics and of social affects in his political works. There have been recently been a few essays linking Spinoza and art, but this essay additionally fuses Spinoza’s politics to an affective aesthetics. Spinoza’s statements that art makes us healthier (Ethics 4p54Sch; Emendation section 17) form the foundation of an aesthetics. In Spinoza’s definition, “health” is caused by external (...) objects that maintain our power to act in a variety of ways. Humans need such objects because our complex bodies constantly lose or consume many parts necessary to our overall functioning. Notably, Spinoza defines humans’ bodies through this complexity (2p13Sch), so health as maintenance of complexity is a distinctly human endeavor. Further, while art is not the only healthy activity, I argue that art is a particularly potent cure, which explains Spinoza’s otherwise opaque comment that music can cure melancholy (by which he meant a near-total inability to act, akin to death). Rather than only causing frivolous pleasures, art may be as essential to human flourishing as are other human beings in general; other people are “most useful” because of the variety of actions they make possible (4p35Cor & Sch1). Art’s production of a dizzying variety of affects is likewise most useful for health. -/- Having established how art in general affects the individual, I then explain the role of artists in shaping social groups. Artists use vivid and highly charged affective techniques, as do political sovereigns and religious prophets (TTP chapters 1-2 & 15-16). However, sovereigns and prophets are concerned exclusively with “morality,” defined by Spinoza as the use of affects (primarily based on fear and hope) to produce “obedience” in the generic multitude or people at large. An artist, however, rarely causes affects in the whole nation, affecting instead only a smaller niche or “sub-genre” of people. The affects produced in this group are also not identical to those used by sovereigns, since artists do not primarily deploy sad affects of hope and fear but instead use a wide variety of joyful affects. Further, in Spinoza’s analysis of ceremonies (TTP chapter 5), we see how small groups exposed to repeated ceremonies or social practices eventually develop new strengths which they lacked before. Repeated exposure to shared aesthetic “ceremonies” (e.g., live music performances) of the same sub-genre will over time create the capacity of new powers in the sub-genre of people, which distinguishes them from the masses. Spinoza says sovereigns forge a “second nature” for the generic people through affects; we can then affirm that smaller groups exposed to a distinct sub-genre of art can acquire a new “third nature” which will contain unique powers extending beyond healthy maintenance of their existing bodies. That is, art in general is necessary to flourish and remain whole (maintaining health), but it can also occasionally expand what one is to unforeseen heights (through specific artistic sub-genres). (shrink)

Cultural capital is usually defined as set of social features that provide individuals with social mobility and the possibility of changing their hierarchical position in systems such as wealth, power, prestige, education, and health. Cultural capital thus affects the processes of social promotion or degradation. It also includes social characteristics that allow horizontal mobility, that is, changes in social group membership. An individual’s cultural capital includes his or her social origin, education, taste, lifestyle, style of speech, and dress.

While seeking novel food sources to feed the increasing population of the globe, several alternatives have been discussed, including algae, fungi or in vitro meat. The increasingly propagated usage of farmed insects for human nutrition raises issues regarding food safety, consumer information and animal protection. In line with law, insects like any other animals must not be reared or manipulated in a way that inflicts unnecessary pain, distress or harm on them. Currently, there is a great need for research (...) in the area of insect welfare, especially regarding species-specific needs, health, farming systems and humane methods of killing. Recent results from neurophysiological, neuroanatomical and behavioral sciences prompt caution when denying consciousness and therefore the likelihood of presence of pain and suffering or something closely related to it to insects. From an animal protection point of view, these issues should be satisfyingly solved before propagating and establishing intensive husbandry systems for insects as a new type of mini-livestock factory farming. (shrink)

The purpose of this essay is to make the case that the ethical issues raised by the current U.S. practice of direct-to-consumer prescription drug advertising are worthy of study in philosophy courses, and to provide instructors with some ideas for how they might approach teaching the topic, despite the current relative scarcity of philosophical literature published on it. This topic presents a unique opportunity to cover ground in ethics, critical thinking, and scientific literacy simultaneously. As a case study, the (...) practice of DTC advertising is both theoretically rich and universally relevant to students’ lives. The nature of these ads—numerous, diverse, visually and thematically entertaining—makes them delicious fodder for in-class activities, small group work, discussion-based learning, creative projects, and customizable essay topics. I offer a set of suggestions for approaching the study of DTC drug ads that is informed by my own experience doing so in bioethics courses. Ultimately, including this topic on your syllabus not only contributes to students’ philosophical skills and knowledge, but also helps them become better informed as citizens and potential “consumers” of health care. (shrink)

Earth and every living organism on this planet require water for survival and without water there would be no life. Drinking water should be clean that means it should be free from micro-organisms, free from harmful chemical and other pollutants. Consuming unsafe drinking water may lead to several water borne diseases, and other long term and chronic health problems. Water conservation encompasses the policies, strategies and activities to manage fresh water as a sustainable resource to protect the water environment (...) and to meet current and future human demand. Water conservation in simple words, is an effort to save water and ultimately save the planet. Water conservation is needed to protect the ecosystem and to restore its fast deterioration and to overcome the threats of environmental degradation, to meet the unavoidable emergency of shortage for drinking and domestic water in near future. (shrink)

This study emphasizes the importance of enhancing food safety and hygiene practices among sidewalk vendors to safeguard public health in Balayan Public Market. Employing a mixed-methods approach, with both quantitative and qualitative components, a diverse sample of 55 consumers, 5 sidewalk vendors, and 5 market administrators was selected using a combination of purposive and random sampling techniques under non-probability sampling. Microbial investigations were conducted during both the initial sampling and testing phase (A) and subsequent sampling and testing phase (B) (...) on popular street food items at Lipa Quality Control Inc., including chicken nuggets, chicken nugget sauce (sweet and vinegar), Isaw, Isaw sauce, Proben, Proben sauce, Calamares, Calamares Vinegar Sauce, Kwek- Kwek, and Kwek-Kwek sauce. The findings reveal that “Isaw and Chicken Nuggets Sauce (Sweet)” had a result of “Too Numerous To Count (TNTC),” indicating an extraordinarily high bacteria count. This underscores the imperative need to raise awareness and provide targeted guidance to sidewalk vendors regarding essential food handling, storage, and sanitation practices. Therefore, a sanitary action plan is developed to promote community engagement, educational initiatives, and regulatory support, enhancing food safety practices among sidewalk vendors and ensuring a safer and healthier food environment. (shrink)

The study aims to determine the socio-demographic and debt profile of the public-school teachers in the Schools Division of Aklan, Philippines, their reasons on acquiring debt and perceived ways to avoid debts. This study utilized descriptive correlational research design utilizing a researcher-made instrument on socio-demographic profile, pattern of expenditures, debt profile covering the type of debts, total cost of debts, reasons for having debts and perceived ways to manage debts. The data gathered were tabulated and analyzed using the IBM Statistical (...) Package for Social Sciences (SPSS) version 26. The take-home pay of the teachers was only more than half of their gross income. Most of the spouses of the married teachers were employed but many of them have relatively lower income. Their monthly family income was higher than the reported average family income for 2022 and their expenditures are also relatively higher than the average family expenditures in provinces for 2022. Almost one-half of the income of the teachers was used to pay their debts – both thru automatic payroll deduction and thru personal transactions. The bigger the household size, the higher the expenditure because there were more needs and there were many people consuming commodities. The higher the family income, the bigger the expenditure since lifestyle often adjusts with income. Young; married teachers; those occupying higher position and longer tenure have higher cumulative debts. Increase in family expenditure could cause increase in the number of debts as linked to the Theory of Reasoned Action and Theory of Planned Behavior. High regard for education, health, and safety triggered teachers to have debts, which can only be avoided thru better money and lifestyle management and having additional source of income. (shrink)

The assumption that procuring more organs will save more lives has inspired increasingly forceful calls to increase organ procurement. This project, in contrast, directly questions the premise that more organ transplantation means more lives saved. Its argument begins with the fact that resources are limited and medical procedures have opportunity costs. Because many other lifesaving interventions are more cost‐effective than transplantation and compete with transplantation for a limited budget, spending on organ transplantation consumes resources that could have been used to (...) save a greater number of other lives. This argument has not yet been advanced in debates over expanded procurement and could buttress existing concerns about expanded procurement. To support this argument, I review existing empirical data on the cost‐effectiveness of transplantation and compare them to data on interventions for other illnesses. These data should motivate utilitarians and others whose primary goal is maximizing population‐wide health benefits to doubt the merits of expanding organ procurement. I then consider two major objections: one makes the case that transplant candidates have a special claim to medical resources, and the other challenges the use of cost‐effectiveness to set priorities. I argue that there is no reason to conclude that transplant candidates’ medical interests should receive special priority, and that giving some consideration to cost‐effectiveness in priority setting requires neither sweeping changes to overall health priorities nor the adoption of any specific, controversial metric for assessing cost‐effectiveness. Before searching for more organs, we should first ensure the provision of cost‐effective care. (shrink)

A community based cross-sectional study was carried out by a self-structured questionnaire on 168 participants aged between 18 and 60 years at two arsenic prone area of Bangladesh to determine the association between extent of depression and socio-demographic as well as illness characteristics in arsenicosis population. The mean age ± SD was 42 ± 10.15 years. Female respondents were almost twice (63.1%) than the males (36.9%) in this study. Most of the respondents (94.0%) were shallow tube well water user. Among (...) them most (80.0%) of the respondents were detected as arsenic contaminated water consumer over more than six months. Study estimated that almost half (44.3%) of the participants had suffered from mild to moderate depression in the moderate arsenicosis group. Less than quarter (20.8%) participants suffered severe depression in severe arsenicosis group. Quarter (26.7%) had mild arsenicosis with no depression. This difference was not significant. Gender had significant influence on proportion of level of depression. Females significantly suffered more from depressive symptoms than males. More than two third of the female respondents suffered from some kind of depressive symptoms; where less than one third of the males were suffered from depressive symptoms. Age has no significant relation with depression. Respondents who were 48 years and above age group had highest percentages of severe depressive symptoms (35.8%). This age group also suffered from highest percentage of mild to moderate depression (37.1%). Though most of the respondent (85.1) had no diabetes and hypertension. Respondents with physical illness suffered more from some sorts of depression than those without illness, but the result is not statistically significant. We understood that depression has health challenges in adult arsenicosis patients. Therefore, physicians should take account depression in their treatment management when deal with arsenicosis patients. (shrink)

People are increasingly exposed to conflicting health information and must navigate this information to make numerous decisions, such as which foods to consume, a process many find difficult. Although some consumers attribute these disagreements to aspects related to uncertainty and complexity of research, many use a narrower set of credibility-based explanations. Experts’ views on disagreements are underinvestigated and lack explicit identification and classification of the differences in causes for disagreement. Consequently, there is a gap in existing literature to understand (...) the range of reasons for these contradictions. Combining the findings from a literature study and expert interviews, a taxonomy of disagreements was developed. It identifies 10 types of disagreement classified under three dimensions: informant-, information- and uncertainty-related causes for disagreement. The taxonomy may assist with adoption of more effective strategies to deal with conflicting information and contributes to research and practice of science communication in the context of disagreement. (shrink)

Vaccination against various diseases has been widely practised for more than a century and on a more limited scale its use in a variety of forms stretches back far longer. During earlier eras disease spread more slowly along shipping lanes on water and traditional transport routes on land. Today, in an era of air transport, contagion spreads far more rapidly. Travelling far more rapidly (indeed instantaneously) is the spread of misinformation that hinders vaccination which can, in the instance of Covid-19, (...) reduce disease impacts, including rates of severe illness and death. This paper explores the ethical issue of informed consent in the context of the contest between personal choice and the greater public welfare. It also makes reference to a number of low, middle and high income countries where vaccine hesitance, and to a lesser extent refusal, has been fed by misinformation on a scale not previously observed but made possible by the proliferation of modern technology. This campaign of ignorance has further undermined trust in governmental health bodies and their attempts to implement quarantine and other measures such as vaccination that had already been damaged by early variations and vacillation in governmental approaches around the globe due in part to a reluctance by some governments to take actions that would have economic repercussions but also by the necessary evolution of their approaches as more became known about the disease and its variants. The paper examines the historical background and the current situation and finds that more must be done to restore or increase trust levels between citizens and governmental authorities, including the dissemination of high quality accurate information in a form relevant to readers/viewers. While potential side-effects of vaccines must be disclosed to ensure informed consent, their incidence should also be clearly communicated (e.g., in vaccine information statements) so that clients/patients are aware that a risk is 1 in 100 or 1in 1000 or 1 in 2 million etc. Governments are urged to learn from their experience and better prepare for inevitable future pandemics to minimise vaccine hesitancy and refusal and maximise its acceptance where evidence is overwhelming as to the benefit to the community. Informed consent is part of the context of efforts to use vaccination to contain or eradicate any disease. Nevertheless, while better information for clients/patients/consumers may reduce vaccine hesitancy/refusal, it is unlikely that it would but eliminate the need for mandating vaccination in some circumstances for the benefit of the broader community, although strict quarantine of those reluctant to accept it is an alternative but one not generally accepted by those reluctant to be vaccinated. The information war is one that needs to be won to increase the voluntary uptake of vaccination in the context of voluntary informed consent. (shrink)

It is fair to say that in contemporary society there is a growing demand amongst consumers for instant gratification and for products and services that can be accessed 24-hours a day. This appears to be the case across numerous sectors of society including (but not limited to) business, education, retail, tourism, health, and recreation. Some examples that come to mind are the: (i) investor looking for a quick-win return on their outlay, (ii) patient demanding a same-day diagnosis and medicine (...) for their latest ailment, (iii) fast-food restaurant goer, (iv) all-inclusive package holiday-maker that can have food, drink, and entertainment any time of day and without having to leave the confines of their hotel, (v) student or professional undertaking an accelerated program of studies or training in order to be awarded the qualification/certificate in the shortest time possible, and (vi) individual using an online dating agency in order to be instantly matched with the “perfect partner”. In addition to the sectors and examples mentioned above, this trend towards wanting immediate reward also appears to be occurring in the spirituality and religion marketplace. For example, one only has to conduct a search on the internet or look at the spiritualty section of a bookshop and it is easy to be overwhelmed by the number of individuals purporting to be spiritual teachers and promising a quick-fix for alleviating suffering. In this post, we examine the benefits and risks of the ‘I want it all, I want it now’ mentality as they relate to the spiritual (and high-street) consumer, and discuss whether it is possible to embody the essence of the Buddha’s teachings whilst living in a “fast-food” society. (shrink)

In accordance with the critical women’s health literature recounting the ways that women are encouraged to submit themselves to various sorts of health “imperatives”, I investigate the messages tacitly conveyed to women in “campaigns for the cure” and breast cancer awareness efforts, which, I argue, overemphasizes a “positive attitude”, healthy lifestyle, and cure rather than prevention of this life-threatening disease. I challenge that the message of hope pervading breast cancer discourse silences the despair felt by many women, furthers (...) a tacit blaming for disease infliction via a rhetoric of personal responsibility, underemphasizes other cogent health determinants like environmental toxicity, and undermines legitimate critiques of current biomedical practices like widespread mammography. While finding a cure for breast cancer is a laudable and worthwhile healthcare goal that can understandably be shared by women’s health activists, corporate sponsors, and the medical community, this paper resists the current formation of campaigns for the cure and “pink ribbon activism” in general. (shrink)

The global pandemic of COVID 19 has changed consumer behaviour to reduce the risk. This is common for all interpersonal interactions of individuals especially in maintaining the recommended interpersonal distance based on the recommendations from the health experts. Sri Lanka as a developing country affected by COVID 19, observed changes in individuals' day today’ consumption decision making due to pandemic. Importantly the retailing sector is highly influenced by the conditions since the frequency of interpersonal interactions and degree of (...) interaction is higher in the retailing sector. Interestingly the retailing sector with its largest contributor, the SMEs need to identify the unique changes that happen to the consumer behaviour in responding to them. Accordingly, the objective of the study is to examine the impact of infectious disease risk on the perceived retail crowding in two perspectives of human density and the spatial density. The study has used a quantitative survey in collecting data with the online self-administrated questionnaire with a sample of 100 consumers. Data analysis has been done by using a PLS-SEM with the support of SmartPLS version 3. The key findings of the study emphasize the significant positive influence of infectious disease risk on human density as well as on the spatial density. Based on the findings the study attempts to provide the implications for the retailing industry to cope with situational changes in the environment. (shrink)

This article argues that performance enhancing drugs ought to be allowed across all elite sporting competitions for athletes over the age of 16 so long as consuming them does not pose a significant risk to their health. I begin with a brief explanation of the current state of PED use in professional sports before assessing the prospect of allowing PEDs by three widely accepted measures of ethical merit: well-being, autonomy, and justice. I end with a critique of the World (...) Anti-Doping Agency's criteria for banning PEDs, concluding that allowing athletes to use PEDs is a superior alternative to the current prohibitive approach. (shrink)

Ongoing research in the fields of genetics and biotechnology hold the promise of improved diagnosis and treatment of genetic diseases, and potentially the development of individually tailored pharmaceuticals and gene therapies. Difficulty, however, arises in determining how these services are to be evaluated and integrated equitably into public health care systems such as Canada's. The current context is one of increasing fiscal restraint on the part of governments, limited financial resources being dedicated to health care, and rising costs (...) for new health care services and technologies. This has led to increasing public debate in the last few years about how to reform public health care, and whether we should prohibit, permit or perhaps even encourage private purchase of health care services. ;In Canada, some of these concerns have crystallized around the issue of gene patents and commercial genetic testing, in particular as illustrated by the case of Myriad Genetics' patented BRACAnalysis test for hereditary breast and ovarian cancer. While most Canadians who currently access genetic services do so through the public health care system, for those with the means, private purchase is becoming an option. This situation raises serious concerns---about justice in access to health care; about continued access to safe and reliable genetic testing supported by unbiased patient information; and about the broader effects of commercialization for ongoing research and the Canadian public health care system. Commercial genetic testing presents a challenge to health care professionals, policy analysts, and academics concerned with the social, ethical and policy implications of new genetic technologies. Using the Myriad case as an exemplar, tools from moral philosophy, the social sciences, and health policy and law will be brought to bear on the larger issues of how as a society we should regulate commercial research and product development, and more coherently decide which services to cover under public health insurance and which to leave to private purchase. Generally, the thesis is concerned with the question of "how best to bring capital, morality, and knowledge into a productive and ethical relationship". (shrink)

Previous research has interlinked alcohol consumption (AC), mental stress (MS), psychotic experiences (PE), and academic performance (AP) of students and psychological behavior of the general population. The current study seems to be the first to consider the joint and partial mediation effects of MS and PE in linking AC to graduates’ job performance in specific areas such as teamwork (TW), communication competence (CC), customer service (CS), and job functions (JF). A virtual cross-section of 3,862 graduates with self-reported cases of having (...) taken alcohol in the past participated in the study. These participants responded to an electronic questionnaire that was mailed to them. The instrument used for data collection had acceptable psychometric properties. The study used the partial least squares structural equation modeling (PLS-SEM) to achieve its objectives. The inner and outer models were all evaluated for quality and goodness of fit. Results showed a significant negative effect of AC and MS on graduates’ job performance in terms of TW, CC, CS, and JF, respectively. AC had a significant positive effect on MS and PE. MS had a significant positive effect on PE. A significant joint mediation effect of MS and PE was found in linking AC to graduates’ TW, CC, and CS, excluding JF. MS partially mediated AC’s paths to all the graduates’ job performance indicators. PE was only a significant partial mediator of the connection between AC to JF, but not TW, CC, and CS. This study’s result can help improve graduates’ work effectiveness and has revealed some negative predictors. Therefore, it is recommended that graduates avoid alcohol or only consume mild quantities of it to enable them to discharge services effectively at the workplace. (shrink)

The current economic crisis caused by the COVID-19 pandemic has created new changes and challenges for society, which has led to a deeper identification of pressing problems and to develop strategies and models for overcoming crises in various countries, industries and businesses. The formation and improvement of modern strategies and models of crisis management is impossible without optimizing the resources of economic entities, providing assistance at various levels of government to support priority sectors of the economy, finding additional sources of (...) funding to combat the COVID-19 pandemic. To ensure the effective develop and implementation of modern strategies and models of crisis management it is necessary to have information about the state of economic entities, relevant commodity, raw materials, financial markets, explore the internal and external environment, determine the impact of risks on current activities business entities or industries. The effectiveness of crisis management strategies and models is determined by the ability of the management system to ensure the support of business activity of economic entities in the relevant market and to stimulate effective consumer demand. The purpose of writing this scientific monograph is to substantiate the theoretical and methodological foundations and to form and improve strategies and models of crisis management taking into account new changes and challenges for society related to the COVID-19 pandemic and declining business activity of economic entities. The object of the author’s research was the process of formation and improvement of crisis management strategies and models in the conditions of market imbalance and change of the external environment, reduction of activity volumes of economic entities, growth of budget expenditures to combat the COVID-19, formation of new forms of activities and penetration of information technology into various spheres of life to optimize the negative consequences of a pandemic. The subject of the study were socio-economic, organizational and institutional processes of formation and effective implementation of strategies and models of crisis management in various areas of economic activity; substantiation of mechanisms for ensuring the competitiveness of economic entities and the formation new forms of entrepreneurship; development of modern information technologies; consideration of best practices in business process management and digitalization using world experience in various sectors of the economy caused by the COVID-19. (shrink)

Universal health coverage (UHC) is at the center of current efforts to strengthen health systems and improve the level and distribution of health and health services. This document is the final report of the WHO Consultative Group on Equity and Universal Health Coverage. The report addresses the key issues of fairness and equity that arise on the path to UHC. As such, the report is relevant for every actor that affects that path and governments in (...) particular, as they are in charge of overseeing and guiding the progress toward UHC. (shrink)

Consumer behavior analytics has become a pivotal aspect for businesses to understand and predict customer preferences and actions. The advent of machine learning (ML) algorithms has revolutionized this field by providing sophisticated tools for data analysis, enabling businesses to make data-driven decisions. However, the effectiveness of these ML algorithms significantly hinges on the optimization techniques employed, which can enhance model accuracy and efficiency. This paper explores the application of various optimization techniques in consumer behaviour analytics using machine learning (...) algorithms. By focusing on the optimization of key parameters, the study aims to improve the predictive power of models and reduce computational costs. (shrink)