Stroke is a critical medical condition and a leading cause of mortality and long-term disability across the globe. Accurate and early prediction of stroke risk can significantly enhance preventative care and reduce healthcare burdens. In this study, we propose a machine learning framework leveraging deep learning techniques to predict the likelihood of stroke using demographic, clinical, and lifestyle data. The model was developed using the TensorFlow/Keras framework and trained on a publicly available dataset. Key preprocessing steps included handling class imbalance with oversampling, feature normalization, and label encoding. A fully connected neural network architecture was implemented and optimized using techniques such as dropout and early stopping to prevent overfitting. The model achieved promising performance with high accuracy and AUC scores, demonstrating its capability to identify individuals at elevated stroke risk. Additionally, feature importance analysis using SHAP values provided interpretable insights into the most influential predictors. This research highlights the effectiveness of deep learning models in medical risk prediction and supports the integration of AI tools into clinical decision-making processes.

Stroke Risk Prediction Machine Learning Techniques

La “Sequenza Evolutiva” (SE) emerge non come un mero costrutto matematico astratto, ma come uno strumento pratico dotato di un potenziale significativo per la modellazione e la previsione di fenomeni complessi. La sua applicazione alla dinamica di diffusione virale funge da caso di studio paradigmatico, dimostrando come pattern matematici possano tradursi in strumenti predittivi concreti per la sanità pubblica. Tale successo applicativo rivela come i sistemi naturali spesso obbediscano a logiche matematiche intrinseche più sofisticate di quelle catturate dai modelli tradizionali. In conclusione, la SE delinea nuovi orizzonti di ricerca nella matematica applicata e nella modellistica biologica, proponendo un framework unificante per lo studio di sistemi dinamici caratterizzati da memoria interna e processi di adattamento periodico.

SEQUENZA EVOLUTIVA

Athletic performance in jumping events such as long jump, triple jump, and high jump depends not only on strength and technique but also on the effective coordination of the body's core and balance. Core muscle strength and balance training are essential components that support stability, control, and efficient movement. Enhancing these aspects can lead to improved performance, reduced risk of injury, and better overall athletic outcomes. This research highlights the importance of focusing on core stability and dynamic balance in training programs and emphasizes the need for athletes, coaches, and sports practitioners to prioritize these elements to achieve optimal results in jumping disciplines.

The effect of core muscles Strength and balance training on performance determinants in long jump ,triple jump and high jump athletes

We introduce the Universal Field (Phi), a scalar field ontologically prior to spacetime from which space, time, matter, and consciousness emerge. Unlike standard physics fields that exist within pre-existing spacetime, Phi generates spacetime through its dynamics. The field differentiates through three primaries-Plasma (substrate), Coherence (order), and Fluctuation (entropy)-governed by the fundamental constraint C + F = 1, derived from conservation of total potentiality. We establish the Zero Axiom: true nothingness is impossible; all limits approach but never reach a primordial minimum (epsilon > 0), denoted by the ancient bindu symbol. We prove the constraint mathematically from first principles and demonstrate its dynamical consequences. The framework predicts a five-stage emergence hierarchy (*-> 1-> 2-> 3-> 4-> 3-> 2-> 1-> *) where Quantum Mechanics emerges at Stage 2 and General Relativity at Stage 3 as limiting descriptions of different ontological stages, resolving their apparent incompatibility. Universal Time (UT) is shown to be a scalar quantity with UT = pi/8 at equilibrium, while observable time t = UT x C emerges through coherence filtering. Numerical simulations verify the theoretical predictions. This framework unifies physics by recognizing emergence rather than forcing incompatible theories to coexist.

The Universal Field: Ontological Foundation of a Scalar Field Framework

NeuroLumen Therapy is a sensory-first, humanistic framework designed to support neurodivergent cognition through ethical sensory modulation, neuroaffective attunement, and narrative integration. Developed by Gracio Marinho Sobral, this thesis reframes ADHD as Adaptive Dynamics of Human Diversity and autism as the Authentic Spectrum of Diversity, challenging deficit-based terminology and promoting diagnostic dignity. Grounded in affective neuroscience, sensory processing research, and first-person accounts, NeuroLumen positions the environment as the first therapeutic agent and perception as the foundation of behavioral change. The model offers a layered clinical structure and a roadmap for empirical validation, contributing to inclusive practice, early diagnosis, and neuroaffirmative therapeutic paradigms.

NeuroLumen Therapy: A Sensory-First, Humanistic Framework for Neurodivergent Cognition

Time perception varies dramatically across individuals, species, and cognitive states, yet existing models-Scalar Expectancy Theory, Striatal Beat Frequency, and Drift-Diffusion frameworks-fail to explain this diversity through unified mechanisms. We propose the Recursive Time Dynamics Model (RTDM), a mathematical framework positing that subjective time emerges from three interacting components: (1) recursion speed ω(t), representing neural or computational update rates; (2) coherence C(t), quantifying synchrony across system layers; (3) periodic rhythms S(t), capturing circadian and metabolic cycles. The model defines subjective time as τ(t) = ∫ k•ω(s)•(1+λC(s))ds over finite integration windows, predicting that faster recursion and higher coherence accelerate time perception, while circadian modulation introduces predictable diurnal variations. Critically, RTDM extends beyond human cognition to animal metabolic time-scaling with body mass M-1/4-and artificial systems, where iteration rates and distributed coherence generate analogous temporal metrics.

Recursive Time Dynamics: A Unified Mathematical Framework for Subjective Time Across Biological and Artificial Systems

La "Geopoiesi Emotiva Somatica (G.E.S.)" è un approccio innovativo nel campo della psicologia clinica, che vede la rabbia non come un sintomo da eliminare, ma come un'energia psichica fondamentale da trasformare. Attraverso un protocollo esperienziale che combina il corpo e l'arte, questo metodo facilita un processo di simbolizzazione somatica. Qui, l'emozione viene espressa fisicamente attraverso la modellazione dell'argilla e, passo dopo passo, si integra in un "involucro-perfezione" personale e significativo. La G.E.S. rappresenta un vero e proprio cambiamento di paradigma terapeutico: si passa dal controllo delle emozioni alla loro trascendenza attraverso un atto creativo, favorendo una riconnessione autentica con le risorse del nostro io profondo ed una regolazione emotiva che si radica nell'esperienza diretta e non verbale.

GEOPOIESI EMOTIVA SOMATICA

The Role of the Free Press in Representing Public Opinion: From Expressing the Pulse of the Street to Public Relations Tools - A Field Study in the Kuwaiti Context. The free press in Kuwait has witnessed a crisis, with changes in its role as a platform for public opinion. It has shifted from expressing the concerns of the street to serving as a public relations tool for the local public sector. This study analyzes the extent and causes of this transformation, focusing on academic youth issues (housing, employment, education) at the Kuwait Vision 2035 conference. The study highlights the quantitative and qualitative differences in clinical creativity (number = 1300) among young people (aged 18-34) and academic elites, using statistical analysis tools (SPSS) and qualitative analysis (NVivo). The study reveals a lack of freedom of expression (80%) due to the dominance of advertising (65%) and government influence (60%), coupled with weak representation of serious issues such as (35%), the high cost of creativity (25%), and scholarships (20%). In contrast, digital platforms (Twitter 50%, Instagram 40%) excelled in interactivity and coverage of these issues, reinforcing their preference among young people (70%). Key indicators (p<0.05) show that young people and academic elites are more critical of science journalism, with varying performance levels among local newspapers (Al-Qabas 10% trust, influence 5%). The study confirms a crisis of credibility and structural deficiencies, driven by economic and political factors, and recommends restructuring journalistic content to emphasize investigative journalism, the integrity of editorial independence, and the integration of an interactive digital vision to align with building an informed and engaged media society by 2035. 

Keywords: Print journalism, public opinion, public relations, transformation, youth, digital academic elites, Kuwait.

دورة دور الصحافة الحرة في تمثيل الرأي العام: من التعبير عن نبض الشارع إلى أدوات العلاقات العامة - دراسة ميدانية في السياق الكويتي  شهد الصحافة الحرة في الكويت أزمة الأزمة وجود متغيرات في دورها كمنبر لأي العام، حيث يتعين عليهم أن يعبروا عن هموم الشارع لأداة للعلاقات العامة للقطاع العام المحلي. أهمية هذه الدراسة إلى تحليل مدى هذا التحول وأسبابه، التركيز على قضايا الشباب الأكاديمية (الإسكان، العمل، التعليم) في مؤتمر التركيز على رؤية الكويت 2035. وشددت الدراسة على اختلاف (كمية ونوعية) على إبداعية سريرية (العدد = 1300) من الشباب (18-34 سنة) والنخب الأكاديمية، مستخدم أدوات التحليل الإحصائية (SPSS) ونوعية (NVivo). لذلك يبحث عن حرية التصرف في حرية حرية الرأي (80% لا يثقون) بسبب هيمنة الإعلانات (65%) والتأثير الحكومي (60%)، مع ضعف تمثيل القضايا الجدية مثل (35%)، غلااء الإبداع (25%)، والابتعاث (20%). في المقابل، تفوقت المنصات الرقمية ( تويتر 50%، إنستغرام 40%) في التفاعلية وتغطية هذه الأمور، مما يعزز تفضيل الشباب لها (70%). "مؤشرات أساسية (p<0.05) أن الشباب والنخب الأكاديمية أكثر نقداً للصحافة العلمية، مع اختلاف في أداء الصحف المحلية (القبس 10% الثقة، التأثيرات 5%)".تؤكد الدراسة أزمة مصداقيتها ومثيل هيكلية، مدفوع بالعوامل الاقتصادية السياسية، وتوصي بإعادة هيكلة المحتوى الصحفي الذي يبرز الاستقصائية، تكاملية الاستقلالية التحريرية، ودمج رؤية تفاعلية رقمية لتتوافق مع بناء مجتمع إعلامي واعٍ ومشاركتها 2035 

الكلمات المفتاحية: الصحافة الورقية، الرأي العام، العلاقات العامة، التحول، الشباب، النخب الأكاديمية الرقمية، الكويت.

The declining role of print media in representing public opinion: From reflecting public sentiment to becoming a public relations tool: A field study in the Kuwaiti context

The Credibility of Kuwaiti Print Newspapers and Electronic Media Among the Kuwaiti Public: A Field Study. Summary: This study explores the credibility of print newspapers and electronic media in Kuwait by analyzing the perceptions of the Kuwaiti public towards various media outlets. Given the rapid developments in the media landscape, it has become essential to understand how the public responds to the content of these media and the extent of their trust in information sources. The study employed a field methodology, distributing questionnaires to a sample of 802 participants to determine their level of trust in print newspapers versus electronic media. The results showed that the public prefers print newspapers as a reliable source of information, despite the increasing reliance on digital platforms. Factors influencing trust include content quality, objectivity of coverage, and speed of news dissemination. Differences in credibility were also identified between youth and older demographics, with young people tending to rely more on digital media. The study offers recommendations to enhance credibility by improving professional standards in both print newspapers and electronic media and promoting a culture of information verification. It also emphasizes the importance of understanding the public's trends and needs in the digital age, which contributes to strengthening the relationship between the media and Kuwaiti society.


مدى مصداقية الصحف الورقية والاعلام الإلكتروني الكويتي لدى الجمهور الكويتي دراسة ميدانية 
تستكشف هذه الدراسة مدى مصداقية الصحف الورقية والإعلام الإلكتروني في الكويت من خلال تحليل تصورات الجمهور الكويتي تجاه وسائل الإعلام المختلفة. في ظل التطورات السريعة في المشهد الإعلامي، أصبح من الضروري فهم كيفية استجابة الجمهور لمحتوى هذه الوسائل ومدى ثقته في مصادر المعلومات. اعتمدت الدراسة على منهجية ميدانية، حيث تم توزيع استبيانات على عينة من 802 مشارك، لتحديد مدى ثقتهم في الصحف الورقية مقابل الإعلام الإلكتروني.أظهرت النتائج أن الجمهور يفضل الصحف الورقية كمصدر موثوق للمعلومات، رغم تزايد الاعتماد على المنصات الرقمية. العوامل المؤثرة على الثقة تشمل جودة المحتوى، موضوعية التغطية، وسرعة نشر الأخبار. كما تم تحديد الفروقات في المصداقية بين الشباب والفئات الأكبر سنًا، حيث يميل الشباب إلى الاعتماد على الوسائط الرقمية.تقدم الدراسة توصيات لتعزيز المصداقية عبر تحسين المعايير المهنية في كلاً من الصحف الورقية والإعلام الإلكتروني، وتعزيز ثقافة التحقق من المعلومات. كما تؤكد على أهمية فهم توجهات الجمهور واحتياجاته في ظل العصر الرقمي، مما يسهم في تعزيز العلاقة بين وسائل الإعلام والمجتمع الكويتي