In this research, I explored the ways to purify and elevate the soul through various factors, most notably the impact of trials in preserving and elevating the soul. Just as education and moral refinement are crucial for disciplining, thriving, purifying, and reforming the soul, trials also play a significant role in preserving the soul, protecting it from misguidance, and reforming it. Trials contribute to the soul’s ascension in the ranks of servitude to Allah, acceptance of Allah’s decree, and submission to (...) His will. Trials can sometimes serve as expiation for sins, concealing flaws and defects, and at other times they elevate one in the paths of success and righteousness for both individuals and society alike. To understand your true self in your present and past before your burial, observe yourself during times of trials, whether in hardship or ease, in deprivation or abundance. It is in these moments that your true nature, substance, and essence are revealed. Ibn al-Jawzi said: "You will know when the dust clears... whether you are riding a horse or a donkey." It is a well-established fact in religion that the purpose of human existence on this earth is for worship and obedience, and this purpose is achieved through trials. Allah said: "And I did not create the jinn and mankind except to worship Me," meaning: according to the natural disposition upon which Allah created people, whether in happiness or misery. In a lengthy hadith, the Prophet said: "... and prayer is light, charity is proof, patience is illumination, and the Quran is evidence for or against you. Every person starts their day as a vendor of their soul, either freeing it or bringing about its ruin." The only way to live with stability and positivity is through patience in the face of all types of trials. Trials are a part of life, as Allah said: "O mankind, indeed you are laboring toward your Lord with [great] exertion and will meet it," whether this exertion is good or bad, you will encounter it on the Day of Judgment. Every person bears the consequences of their will, choices, and efforts. No one is exempt from this test, hence Allah said: "and will meet it." By this approach, an individual’s character is built and their path clarified. Therefore, it is necessary to understand the concept of trials and tribulations, the difference between these terms, and their outcomes on the purity of the soul and society. This understanding should be utilized for the benefit and development of the community. It is also crucial to understand individual freedom and its limits and to study the philosophy of good and evil, historically referred to as "the creation of actions," to determine responsibility for any actions taken by individuals and to record their movements in light of the reality of the Muslim community and its moderation in all matters. Patience with all types and forms of trials and enduring their consequences in this life and the hereafter is obligatory. I hope I have succeeded in addressing all these points, and our final prayer is that praise be to Allah, the Lord of all worlds. (shrink)

Séculos de intenso trabalho no discurso da origem da vida levaram a ciência a nenhuma descoberta significativa. As teorias mais progressivas se estagnaram no problema central da origem da informação genética, inimaginavelmente distante de qualquer concepção humana. Aparentemente o Criador reservou para si o conhecimento absoluto deste extraordinário acontecimento. Mas há algo surpreendente nessa investigação que está ao alcance do homem.

Este manuscrito apresenta um ponto de vista sobre o conhecimento da origem do cosmos. A ciência afirma que o Universo teve um começo com o tempo, mas também declara que nenhuma lei natural pode ser aplicada no tempo inicial. Considerando que se trata de algo exclusivo da ciência divina, sugere-se então a instrumentalidade da fé para se conhecer aquilo que de fato é relevante sobre o início da história.

The Internet has expanded marketing communication channels beyond traditional print, electronic, and transportation media to include social media in cyberspace. Social media platforms like Facebook, YouTube, Google, and Twitter have recently become increasingly popular. Last three decades. Social media is a popular mode of communication for people from every stage of life, offering a variety of formats including images, videos, jokes, and peer comments. Social media platforms influence how buyers perceive a merchant's goods or services. Social networking is increasingly used (...) to facilitate business transactions between vendors and customers. In today's digital age, people are transitioning from traditional to online purchase. Consumer attitudes are shifting. Researchers have questions about how social media influences customers' internet shopping decisions. Can buyers discern between branded and non-branded products? How long will consumers associate with the present brand? Is there any criteria set by consumers while acquiring products? The researcher used this investigation to identify answers to the questions listed above. To researcher obtained various statistical tools through SPSS to understand the consumer’s impression towards purchase decision on social media. (shrink)

Bei der „terminalen Sedierung“ wird ein unheilbar kranker und schwer leidender Patient für den Rest seines Lebens in ein tiefes Koma versetzt. Das hierzu verwendete Morphin bzw. Midazolam kann lebensverkürzend wirken. Ist dies also eine Maßnahme, die das Leben des Patienten beendet, auf seinen Wunsch hin oder nicht? Gewöhnlich wird diese Frage mit nein beantwortet, wenn die lebensverkürzende Wirkung nur vorhersehbar, aber nicht beabsichtigt ist. Allerdings ist der Zugang der Menschen auch zu ihren eigenen Intentionen fallibel, so dass sogar ihre (...) Selbstangaben in komplexen Fällen nicht sehr zuverlässig sind. Wenn ein Arzt sagt, dass er „beabsichtigt“, das Leben eines Patienten zu verkürzen, meint er damit möglicherweise nur, dass dieses vorhersehbare Ergebnis ein erwünschtes ist. Diese Art der Einschätzung kann nicht als solche moralisch diskreditiert werden, weil sie bei anderen allgemein akzeptierten Entscheidungen unvermeidlich ist, z. B. von einer „vergeblichen“ Behandlung Abstand zu nehmen. Legitimerweise können wir von einem Fachmann erwarten, dass er begründet handelt. Deshalb sollte unsere Klassifikation von ärztlichem Handeln als „terminale Sedierung“ oder „Beendigung des Lebens des Patienten“ nicht von den Intentionen des Arztes abhängen, sondern von den in dieser speziellen Krankheitsphase bei diesem speziellen Patienten verwendeten Dosierungen. (shrink)

Sarah A. Mattice develops a comparative intervention in contemporary metaphilosophy. Drawing on resources from hermeneutics, cognitive linguistics, aesthetics, and Chinese philosophy, she explores how philosophical language is deeply intertwined with the definition and practice of the discipline.

The use of placebo in clinical trials has been repeatedly challenged as being unacceptable from an ethical point of view. The present paper responds to this criticism by taking up the issue in the light of the pertinent provisions of the Helsinki Declaration. Examples from different therapeutic areas are given that highlight the importance of placebo in situations in which its use is acceptable according to the Declaration. Particular emphasis is given to the question of active control trials, which, under (...) conditions of low assay sensitivity, may become an ethically less acceptable approach than the use of a placebo control. (shrink)

Este artigo contém um estudo sobre a Ciência a partir do ponto de vista bíblico, por meio da fé na revelação divinamente inspirada. A Bíblia revela a origem e a plenitude da Ciência no ato da criação do Universo e a apresenta como uma dádiva especial de Deus aos homens. As Escrituras também demonstram que a Ciência genuína existe para glorificar a Deus, sendo a sua instrumentalidade uma forma excelente de comunicação divina.

This paper examines some of the possible legal implications of the production, marketing and use of expert systems. The relevance of a legally useful definition of expert systems, comprising systems designed for use both by laymen and professionals, is related to the distinctions inherent in the legal doctrine underlying provision of goods and provision of services. The liability of the sellers and users of, and contributors to, expert systems are examined in terms of professional malpractice as well as product liability. (...) A recurring theme indicates that legislators may be inclined to restrict possibilities of liability suits in order to avoid disincentives to the creation of expert systems. (shrink)

Die demografische Entwicklung und der medizinische Fortschritt werden die Problematik der Ressourcenknappheit im deutschen Gesundheitswesen in Zukunft weiter verschärfen. Soll nicht nur kurzfristig akuten Sparzwängen ausgewichen werden, steht – wie in verschiedenen Ländern bereits geschehen – auch Deutschland auf Dauer eine Prioritätensetzung im Gesundheitswesen bevor. Diese sollte in möglichst transparenter Weise nach klaren Kriterien erfolgen. Eines der seit einiger Zeit häufig öffentlich zitierten Kriterien der Verteilung von Mitteln in der Gesundheitsversorgung ist die Eigenverantwortung von Patienten. Deren Berücksichtigung in der Allokation (...) von Ressourcen birgt allerdings zahlreiche Probleme. Der vorliegende Beitrag untersucht die gerechtigkeitstheoretischen Grundlagen und die praktischen Probleme bzw. die möglichen Konsequenzen von Eigenverantwortung als Verteilungskriterium im Gesundheitswesen. Auf der Grundlage eines alternativen gerechtigkeitstheoretischen Vorschlags werden drei Möglichkeiten skizziert, Eigenverantwortung von Patienten im deutschen Gesundheitswesen in gerechter Weise stärker zu betonen. (shrink)

The ozone layer, which is part of the atmosphere surrounding the globe, which intensively contains ozone gas, is one of the important and highly concentrated air layers in the bottom of the strateosphere and is a blue color, and it has an important impact in regulating a surface temperature.

Communication is central to leadership and determines how organizations function and how employees are motivated. Therefore, this research paper aims at comparing English language ability, and management skills, and other elements of leadership. This paper undertakes a qualitative approach wherein the authors review literature and numerous case studies from diverse industries to explore the role of English language proficiency in facilitating leaders to articulate a vision, mobilise people and get things done. At the same time, the paper considers how different (...) managerial approaches, including transformational and transactional leadership, depend on communication to be executed. High English language proficiency improves the message clarity and interpersonal communication, but it is the ability to find and implement effective management approaches that promotes creativity, teamwork, and effectiveness when working in a global environment. The present study demonstrates the co-dependency of language skills and strategic management for the accomplishment of organizational goals and aims. (shrink)

The ability to reason independently from one's own goals or beliefs has long been recognised as a key characteristic of the development of formal operational thought. In this article we present the results of a study that examined the correlates of this ability in a group of 10-year-old children ( N = 61). Participants were presented with conditional and relational reasoning items, where the content was manipulated such that the conclusion to the arguments were either congruent, neutral, or incongruent with (...) beliefs, and either logically valid or logically invalid. Participants also received a measure of working memory capacity (the counting span task) and a measure of inhibitory control (the stop signal task). Indices of belief bias and logical reasoning on belief-based problems were predicted independently by both measures. In contrast logical reasoning on belief neutral problems was predicted by working memory alone. The findings suggest that executive functions play a key role in the development of children's ability to decontextualise their thinking. (shrink)

The main purpose of this study is to reveal the degree of availability of quality-of-life domains in third-grade textbooks in the Kingdom of Saudi Arabia, and monitoring indicators of quality-of-life domains. In order to achieve the purpose of the study, it has been used the descriptive method through content analysis method, and it has been prepared a list of indicators of quality-of-life domains. The study sample consisted of all the textbooks of the third-grade of primary school for the three semesters (...) of the academic year 1444-1445 Hijri, which amounted to (21) textbooks. The study showed the following results: The frequencies of quality-of-life domains in the third-grade textbooks for all domains amounted to (37602) frequencies, and they classified as following: In the first rank: domain of quality of academic life reaching (27,248) frequencies, with a percentage of (72.46%), while the domain of quality of environmental life came in second rank, reaching (4902) frequencies, with a percentage of (13.04%), in the third rank came the domain of quality of family and social relationships, with a frequency of (2008) with percentage of (5.34%), in the fourth rank came the domain of quality of healthy life with (1372) frequencies, and with percentage of (3.65%), in the fifth rank was the domain of quality of spiritual life with (957) frequencies and percentage of (2.55%), in the sixth rank came the domain of quality of independence life that reached to (873) frequencies and percentage of (2,32%), and in the last rank was the domain of quality-of-life psychological that reached to (873242) frequencies and percentage of (0.64%). In conclusion, the study recommended the necessity of incorporation the quality-of-life domains in content of third-grade textbooks in the Kingdom of Saudi Arabia which contributes to raising students’ awareness in the quality-of-life domains. (shrink)

This paper examines the concept of ‘openness with patients’ from the stand-point of the limitations of biomedical ethics. Initially we review contemporary critiques of bioethics and, in particular, of principlism; we relate how other; somewhat neglected, forms of medical ethics can yield useful information and provide moral guidance.The main section of the paper then shows how a bioethical approach to openness misses the social context in our example, the viewpoints of patients; we present some of the increasing wealth of research (...) evidence which points towards patients wanting more information and a greater degree of openness.Finally we put forward that a principlist’s objection to active encouragement of openness might be based on the risk of infringing upon the ‘right not to know’. We reject this by arguing how rights can be trumped. (shrink)

La réflexion s’appuie dans un premier temps sur une opposition entre deux attitudes de pianistes à l’égard du travail à l’instrument : Gould, qui revendique une séparation d’avec le clavier pour ne privilégier que la lecture; Arrau, dont la technique au contraire vise à « faire corps » avec son piano. L’étude de ces deux démarches d’interprètes conduit à une conclusion croisée : l’abstraction gouldienne n’est rien d’autre qu’un déplacement du jeu vers d’autres instruments (ceux qui servent à la prise (...) de son et au montage de ses enregistrements) ; le « faire-corps » hérité de la culture pianistique romantique est plus dialectique que fusionnel, et en cela implique une capacité de mise à distance. A partir de cette double conclusion, on tâche enfin de repenser la place du jeu à l’instrument dans la mise en œuvre d’une interprétation, en interrogeant le dialogue qui s’instaure entre la partition telle qu’elle s’écrit et le geste tel qu’il se joue. (shrink)

This study investigates the intentions, perceptions, and actual implementation of an innovative English curriculum among preparatory school EFL teachers in Iraq. The research recognizes the growing importance of English globally and Iraq's efforts to enhance English language education and implement an appropriate innovative curriculum. However, the implementation of a new curriculum poses significant challenges related to teachers' knowledge, intention, and academic culture. The study focuses on understanding the relationship between curriculum intentions, teachers' perceptions, and the actual implementation of the curriculum. (...) The study also explores how teachers' intention, culture, and other factors influence the implementation of the curriculum. Data were collected through a combination of vignettes, semi-structured interviews, classroom observations, and follow-up interviews with a random sample of 10 male teachers from 10 preparatory schools in Babylon Governorate during the 2023-2024 school years. The results indicated that teachers are enthusiastic about the new curriculum, but its effective implementation faces many challenges. Teachers recognize the potential of the curriculum, but suffer from insufficient materials and overcrowded classrooms that hinder optimal teaching and learning. The study emphasizes that in order to successfully implement the curriculum, through continuous professional development and strong support systems, there must be ongoing professional development and strong support systems, ongoing training programs can help teachers adapt to the new curriculum, and the provision of resources, teaching aids, and manageable class size can create a more conducive learning environment, leading to better learning outcomes. (shrink)

The similarity of documents in a large database of published Fractals articles was examined for redundancy. Three different text matching techniques were used on publisheds to identify redundancy candidates, and predictions were verified by reading full text versions of the redundancy candidate articles. A small fraction of the total articles in the database was judged to be redundant. This was viewed as a lower limit, because it excluded cases where the concepts remained the same, but the text was altered substantially.Far (...) more pervasive than redundant publications were publications that did not violate the letter of redundancy but rather violated the spirit of redundancy. There appeared to be widespread publication maximization strategies. Studies that resulted in one comprehensive paper decades ago now result in multiple papers that focus on one major problem, but are differentiated by parameter ranges, or other stratifying variables. This ‘paper inflation’ is due in large part to the increasing use of metrics (publications, patents, citations, etc) to evaluate research performance, and the researchers’ motivation to maximize the metrics. (shrink)

Résumé À la fin de la Cinquième Symphonie de Beethoven, on entend un timbre étrange : un solo de bassons, fortissimo, dans le registre aigu, un effet si incongru qu’on croirait à une faute d’orchestration. Adorno voit là au contraire « ce qui seul mérite le nom de style ». C’est que ce défaut du timbre est révélateur d’un défaut de la dialectique formelle, point crucial qu’Adorno scrute tout au long de son essai sur Beethoven. Il s’agit donc de redéployer (...) cette lecture immanente de la partition, et de replacer le motif « raté » des bassons à l’endroit problématique de la forme beethovénienne (sa réexposition). Il s’agit aussi de retracer comment ce fragment participe d’une réflexion plus ample, de la Dialectique de la raison jusqu’à la Théorie esthétique. Ce double mouvement, musical et théorique, permet de mettre au jour l’originalité d’une théorie critique du style : le style non plus perçu comme un travail sur la langue, mais comme un correctif objectif de la langue sur les formes. (shrink)

A great variety of medical conditions are subject to the placebo effect. Although there is mounting evidence to suggest that the placebo effect is related to the expectation of clinical benefit, little is still known about the biochemical bases underlying placebo responses. Positron emission tomography studies have recently shown that the placebo effect in Parkinson’s disease, pain, and depression is related to the activation of the limbic circuitry. The observation that placebo administration induces the release of dopamine in the ventral (...) striatum of patients with Parkinson’s disease suggests a link between the placebo effect and reward mechanisms. In addition to Parkinson’s disease, the placebo-reward model may also apply to other disorders. However, the relative contribution of the different neurotransmitters and neuropeptides that are known to be involved in modulating the activity of the limbic system may be disease-specific. Thus, while the placebo-induced clinical benefit observed in Parkinson’s disease would mostly reflect the release of dopamine in the dorsal striatum, the activation of opioid and serotonin pathways could be particularly implicated in mediating placebo responses encountered in pain and depression, respectively. (shrink)

Schubert et Goethe ne sont jamais rencontrés. Leur affinité, pourtant, existe en musique. Cet article en explore les motifs à partir de deux lieder extraits du Faust. Plutôt que de penser cette affinité depuis la musique, je montre que le jeu affinitaire du chant et du poème est déjà présent dans le texte de Goethe. Il s’agit donc de décrire comment Schubert met en musique ce que le poème goethéen fait du lied. C’est en cela que leur affinité est la (...) plus remarquable : poésie et musique se rencontrent à l’endroit même où se pose la question de leur jonction. (shrink)

The purpose of this study is to explore the linguistic aspects of police FIR using Michael Halliday’s system of transitivity and three-dimensional model of CDA, encompassing the macro-sociological analysis of social practice. FIR is a genre of discourse, referring to a report prepared by the police, which reaches the police station first after the commission of a cognizable offence. FIR needs thorough and careful reading, and very difficult to understand by the people of a particular community. In this regard, the (...) Transitivity system is a medley of six different processes realizing ideational meaning which is further strengthened by CDA, which also helps the people of a community to comprehend complex discourses. In accordance with this study, the researchers used the qualitative approach as a paradigm. They used close reading technique as a strategy and relying on purposive sampling in the selection of data. Further textual analysis is used as a method of analysis. The researcher took five FIRs which were analyzed with respect to the transitivity system. This study reveals that the FIRs conform to five processes out six processes of the transitivity system and the three-dimensional model of CDA. Moreover, this study can be extended to other police reports and common people may easily expand their awareness to understand the language and context of FIRs. (shrink)

A few weeks ago I received a copy of the PHILOSOPHICAL STUDIES, containing a review of my book John Henry Newman, Our Way to Certitude, written by Fr. Boekraad. It was very unfavourable so that anybody reading it is sure to make up his mind never to buy the book.

ABSTRACT Many people now believe that human reproductive cloning – once sufficiently safe and effective – should be permitted on the grounds that it will allow the otherwise infertile to have children that are biologically closely related to them. However, though it is widely believed that the possession of a close genetic link to our children is morally significant and valuable, we argue that such a view is erroneous. Moreover, the claim that the genetic link is valuable is pernicious; it (...) tends to give rise to highly undesirable consequences, and therefore should be combated rather than pandered to. The emphasis on the genetic is unwarranted and unfortunate; rather than giving us moral reason to support reproductive cloning in the case of infertility, the fact that cloning requests are likely to be motivated by the genetic argument gives us reason to oppose its availability. (shrink)

The present article discusses the two stages that, according to the vinaya texts, precede a full ordination of a woman candidate within the samgha: the stages of novice and of probationer. In the context of the present-day discussions on the position of nuns within the samgha, and on the introduction of a nuns' ordination in lineages where today this is not fully accepted, the article focuses on the formal issues that in the Dharmaguptaka vinaya tradition precede the nuns' ordination and (...) thus prepare the basis on which the full ordination was traditionally built. (shrink)

Sterelny’s Thought in a Hostile World ([ 2003 ]) presents a complex, systematically structured theory of the evolution of cognition centered on a concept of decoupled representation. Taking Godfrey-Smith’s ([ 1996 ]) analysis of the evolution of behavioral flexibility as a framework, the theory describes increasingly complex grades of representation beginning with simple detection and culminating with decoupled representation, said to be belief-like, and it characterizes selection forces that drive evolutionary transformations in these forms of representation. Sterelny’s ultimate explanatory target (...) is the evolution of human agency. This paper develops a detailed analysis of the main cognitive aspects. It is argued that some of the major claims are not correct: decoupled representation as defined doesn’t capture belief-like representation, and, properly understood, decoupled representation turns out to be ubiquitous among multicellular animals. However, some of the key ideas are right, or along the right lines, and suggestions are made for modifying and expanding the conceptual framework. (shrink)

The main objective of this study is to formulate a proposed vision to achieve competitive advantage for sustainable urban and human development programs in charitable societies, by determining the reality of competitive advantage, identifying the difficulties facing achieving competitive advantage for sustainable urban and human development programs in charitable societies, and identifying the most important proposals to achieve competitive advantage for those. Programs, and this study belongs to the style of analytical descriptive studies, as the study population is members of (...) charitable societies working in the field of sustainable human urban development in the Riyadh region. The study sample consisted of (65) members, who were selected using a simple random sampling method, and these societies were identified in (the Association Al-Nahda, Al-Wafa Women’s Charitable Society, Al-Ghat Charitable Society, Dharma Charitable Society). The results of the study confirmed that the reality of the competitive advantage of sustainable urban and human development programs in charitable organizations may be represented in: providing the highest possible quality, relying on modern technology in its design, touching reality and spreading the needs of the population, focusing on social innovation in its design, providing it at the lowest possible cost, Community residents participate in its design, community residents participate in its evaluation, and the difficulties facing achieving competitive advantage for sustainable urban and human development programs in charitable organizations have been represented in: the small number of specialized experts in the association, weak resources and technological capabilities, and a weak culture of teamwork among the association’s employees. The weak confidence of the community residents in those in charge of the association, the weakness of the enablers of institutional excellence in the association, and that the proposals to achieve a competitive advantage for sustainable urban and human development programs in charitable societies were represented in: overcoming the organizational conflict between the employees of the association, developing the enablers of institutional excellence in the association, developing resources and capabilities. Technology, developing the comprehensive quality system in managing the association, relying on strategic planning in the association, increasing the confidence of community residents in those in charge of the association. (shrink)

The present research applies Michel Foucault's perspectives on discipline and punishment to Steve Hamilton's novel The Lock Artist, exploring the criminal subjectivity of the protagonist beyond the binary of good and evil. Through textual analysis, the study examines the norms, upbringing, and circumstances that shape the protagonist's identity as a deviant and criminal. The research also investigates the role of confession as a tool of the modern state in altering the subjectivity of its subjects. The findings suggest that deviance and (...) illegality are social constructs, created and maintained by power structures. The study highlights how society defines deviance and the state defines illegality, leading individuals down a path of criminalization. This research provides insight into the ways power operates to shape an individual’s subjectivity, particularly in relation to criminality, and offers a critical analysis of the ways the modern state exercises control over its subjects. For useful explanation and analysis of criminal subjectivity, Michel Foucault’s book ‘discipline and punishment’ has been referred. This article discusses the norms, upbringing, and circumstances of the protagonist and tries to explore his subjectivity as a criminal beyond the paradigm of good and evil. It elaborates those factors which constitute his identity as a deviant and then as a criminal. Also, this research discusses the role of confession as a tool of the modern state to alter the subjectivity of its subject. (shrink)

The aim of the study was to compare the anthropometrics parameters of young female volleyball players by different court play position. 52 female volleyball players (indoor court) (mean ± SD age: 15.7 ± 1.2 years) participated in the study. Players were divided based on their playing position (middle blocks, setters, liberos, and hitters (outside hitter/left side hitter and opposite hitter/right side hitter). They were examined in the field for anthropometric characteristics such as BM (mean ± SD: 61.4 ± 13.4 kg), (...) height (mean ± SD: 163.6 ± 7.7 cm), Body Mass Index [BMI] (mean ± SD: 22.6 ± 3.1), waist circumference (mean ± SD: 70 ± 8.4 cm).All data are presented as mean ± SD, and the level of significance was set at p ≤0.05. Therefore, a parametric analysis, one-way analysis of variance (ANOVA), was used to determine significant differences among positions in anthropometric parameters.Post hoc comparison indicated that height and body mass differed significantly among most groups; however, no significant differences were found between middle blocker and setters (p = 0.20) for height. In addition, no significant differences (p > 0.05) were detected between the setter and opposite hitters (p = 0.55) and between middle blocker and outside hitter (p = 0.41) for body-height. In conclusion this study indicates that significant differences exist among youth female volleyball players of different playing positions for body-mass, body-height, waist-circumference and BMI. (shrink)

Background: Detecting and classifying fish diseases is crucial for maintaining the health and sustainability of aquaculture systems. This study employs deep learning techniques, particularly Convolutional Neural Networks (CNNs), to automate the detection of various fish diseases using image data. Methods: The study utilizes a carefully curated dataset sourced from the Kaggle database, comprising images representing seven distinct types of fish diseases, along with images of healthy fish. Data preprocessing techniques, including resizing, rescaling, denoising, sharpening, and smoothing, are applied to enhance (...) image quality and facilitate accurate disease detection. Data augmentation is employed to increase the model's ability to generalize to unseen data. The CNN architecture is designed with cascading convolutional layers, ReLU activation functions, and pooling operations to extract high-level features associated with fish infections. The model architecture, implemented using the Keras Sequential API, includes convolutional layers, max pooling layers, and densely connected layers for classification. Results: Experimental results demonstrated promising performance across various disease categories, with high accuracy and balanced precision and recall values for most classes. The study also discussed the impact of climate change on fish disease incidence and underscores the importance of effective monitoring and management practices facilitated by technological innovations such as Big Data, IoT, sensors, and robotics in ensuring sustainable fisheries management. (shrink)

(1983). The evolving policy of equal curricular opportunity in England: A case study of the implementation of sex equality in physical education. British Journal of Educational Studies: Vol. 31, No. 3, pp. 229-251.