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The rapid advancement of deep learning technologies has significantly transformed healthcare analytics, particularly in medical data prediction and classification. This study proposes a hybrid Convolutional Neural Network–Long Short-Term Memory (CNN–LSTM) framework for multi-modal healthcare data analysis, integrating medical imaging, structured electronic health records (EHRs), and IoT-generated time-series physiological signals. The proposed architecture combines spatial feature extraction through CNN with temporal dependency modeling via LSTM to enhance predictive accuracy and clinical decision support. A quantitative experimental design was employed, utilizing multi-source healthcare datasets that underwent preprocessing, normalization, and feature engineering prior to model training. The performance of the hybrid model was evaluated using Accuracy, Precision, Recall, F1-Score, AUC-ROC, and Mean Absolute Error (MAE), and compared with conventional machine learning models and standalone deep learning architectures. Experimental results demonstrate that the proposed CNN–LSTM model achieves superior performance, with improved classification accuracy and reduced prediction error, while maintaining strong generalization capability. The findings indicate that integrating spatial and temporal feature learning significantly enhances disease detection, risk stratification, and personalized treatment planning. This approach supports the development of intelligent clinical decision support systems and scalable smart healthcare environments. The proposed framework offers a reliable and efficient solution for advanced healthcare analytics in IoT-enabled systems.

This study explores the development and evaluation of an adaptive Intrusion Detection and Response System (IDRS) driven by Reinforcement Learning (RL) for securing 5G networks. The RL-based IDS is designed to overcome the limitations of traditional security systems by dynamically learning from real time network traffic and adapting to emerging cyber threats. Introduction: The rapid growth of 5G networks, with their increased number of connected devices and complex traffic patterns, necessitates advanced security solutions that can detect and respond to evolving cyberattacks. Literature Review: Traditional Intrusion Detection Systems (IDS), including signature based and anomaly based methods, are not equipped to handle the dynamic nature of 5G networks, leading to high false positives and low detection accuracy. In contrast, RL offers significant improvements in adaptability, detection accuracy, and response time. Materials and Method: The study simulates 5G network traffic and develops an RL-based IDS using Deep Q-Networks (DQN) and Proximal Policy Optimization (PPO) techniques. The performance of the RL-based system is compared to traditional IDS systems, focusing on detection accuracy, false positive rates, and response times. Results and Discussion: The RL-driven IDS demonstrated superior performance, achieving higher detection accuracy (95%) and faster response times (30 milliseconds) compared to traditional methods. However, challenges such as computational cost and model interpretability were identified. The study emphasizes the importance of adaptive learning mechanisms and the integration of RL into Zero Trust Architecture (ZTA) to enhance the security of 5G networks.

Cloud-based resource allocation and VM/container orchestration play a crucial role in ensuring performance, scalability, and energy efficiency in modern distributed computing environments. This study investigates the effectiveness of centralized and decentralized scheduling models combined with heuristic and optimization-based allocation strategies in container-based cloud infrastructures. A quantitative experimental approach was employed to evaluate system performance under varying workload intensities. Key evaluation metrics included response time, throughput, resource utilization, SLA violation rate, and energy consumption. The experimental results indicate that centralized scheduling mechanisms experience scalability limitations and increased latency under high workload conditions. Although optimization-based allocation improves performance within centralized architectures, coordination bottlenecks remain significant. In contrast, decentralized scheduling models demonstrate superior adaptability, reduced response time, and improved throughput due to distributed decision-making and reduced control overhead. The integration of intelligent optimization techniques further enhances resource utilization and energy efficiency, achieving the lowest SLA violation rates and highest system stability. Overall, the findings confirm that combining decentralized scheduling with optimization-driven resource allocation provides a more scalable and sustainable orchestration strategy for modern cloud environments. This approach is particularly suitable for dynamic, large-scale, and latency-sensitive applications in container-based and edge-integrated cloud systems.

This article examines the dynamics, challenges, and opportunities in implementing the merit system policy within the context of Indonesia’s bureaucratic reform, employing a narrative literature review approach using a triangulation of scholarly sources. Thematic analysis identifies five critical themes that hinder the implementation of the merit system: structural tensions between political patronage and meritocracy that create a hybrid spoils–merit system; significant institutional capacity gaps between central and local governments; digital transformation through platforms such as CAT, SmartASN, and SIPINTER as catalysts for transparency and objectivity; organizational cultural resistance rooted in patrimonial and seniority values; and the weakening of independent oversight exacerbated by the dissolution of KASN’s mandate. Although a progressive regulatory framework has been established through Law No. 5 of 2014, the implementation of the merit system remains constrained by persistent clientelism, limited institutional capacity, and cultural resistance. This study contributes to the theoretical discourse on Weberian bureaucracy, New Public Management, and good governance by confirming that the implementation of the merit system in developing countries constitutes a political–cultural transformation that requires fundamental changes in political incentive structures, institutional capacity, and organisational values. Managerial implications include strengthening independent oversight, making substantial investments in institutional capacity, accelerating inclusive digital transformation, and implementing systematic change management programs to expedite the transition toward a performance-based bureaucracy that is professional and integrity-driven in support of Indonesia’s Golden Vision 2045

This article examines the role of bureaucratic digitalisation in advancing good governance in post-New Order Indonesia based on a narrative literature review. Employing an integrative framework that connects Good Governance theory, E-Government, Digital Era Governance, and Institutional Theory, this study analyses literature published between 1998 and 2024 drawn from academic journals, policy documents, and national–international institutional reports. The findings indicate that, although Indonesia has achieved notable progress in digital regulation and infrastructure, reflected in the adoption of SPBE and the increase in the EGDI from 0.3690 (2012) to 0.6612 (2022), implementation continues to face severe structural and institutional constraints. Five key themes emerge: progressive policy development yet uneven implementation; a transparency paradox between rhetoric and practice; severe interregional digital divides; institutional resistance rooted in patrimonial administrative culture; and the ambivalent effects of digitalisation on public service quality. This study concludes that the digitalisation of bureaucracy has not fundamentally transformed good governance due to an excessive emphasis on technological solutions in the absence of institutional and cultural reconfiguration. Policy recommendations include contextual strategies based on local capacity, sustained investment in civil servant capacity building, and reforms to bureaucratic incentive structures. This study contributes to the e-government literature in developing countries by providing a critical analysis of the persistent gap between policy adoption and actual implementation.

The stages of the 2019 Simultaneous General Election have been completed, and one of its main objectives was to evaluate the inclusiveness aspects that accommodate people with disabilities. This study used a qualitative research method with a field observation approach supported by desk research to obtain accurate data. Several stages that can be reviewed to measure inclusiveness include the Stage of Establishment of the Organizing Body, the Stage of Socialization, the Stage of Updating Voter Data, the Stage of Voting and Counting Votes, the Stage of Nomination, the Stage of Campaign, and the Stage of Recapitulation or Determination of Election Results. Based on the results of the study, the stages that have supported inclusivity well include the Stage of Establishment of the Organizing Body, the Stage of Socialization, the Stage of Updating Voter Data, and the Stage of Voting and Counting Votes. However, several stages that still do not support inclusivity are the Nomination, Campaign, and Recapitulation or Determination of Election Results Stages, which require more attention to improve accessibility for people with disabilities, especially in terms of more easily accessible information and more adequate facilities.

This article investigates the role of legal frameworks in safeguarding the welfare of elderly populations, particularly in cases of financial abuse, healthcare, and elder neglect. By examining elderly care policies from various countries, the study evaluates the effectiveness of laws designed to protect the rights and dignity of older adults. Findings suggest that comprehensive elderly care policies, including legal protections and support systems, are essential for preventing abuse and ensuring quality of life.

This study explores the financial implications of divorce, focusing on spousal support and asset division policies in family law. By analyzing case studies and legal frameworks from different countries, the research examines how equitable asset division and fair spousal support can impact financial security post-divorce. Findings suggest that well-structured financial provisions are essential for supporting financial independence and stability for individuals post-divorce.

This article examines the legal protections in place for children in foster care systems, focusing on issues such as stability, mental health support, and legal representation. By reviewing foster care policies in several countries, the study assesses how well these policies uphold children's rights and meet their emotional and developmental needs. Findings reveal gaps in foster care protections, suggesting that more consistent standards are necessary to ensure children's welfare.

This study investigates the impact of parental leave policies on family well-being and work-life balance. By comparing parental leave durations, compensation rates, and eligibility criteria across various countries, the research explores how different policies affect parental mental health, family bonding, and gender equality in the workplace. Findings suggest that comprehensive parental leave policies contribute to stronger family bonds and reduced stress, benefiting both parents and children.

This study aimed to investigate the physiological impact of academic stress, particularly examination stress, on biochemical indices among college students at the University of Tikrit. A total of 60 healthy students (30 in an experimental group and 30 in a control group) aged 19-21 years participated in this cross-sectional study. Salivary samples were collected during pre-examination and post-examination periods to measure levels of cortisol, malondialdehyde (MDA), glucose, and total antioxidant capacity (TAC). The results indicated significant increases in cortisol, MDA, and glucose levels in the pre-examination period compared to the post-examination period, suggesting heightened stress responses. Conversely, TAC levels were significantly higher in the post-examination period, indicating a potential recovery or response to oxidative stress. The findings support the hypothesis that academic examinations can induce significant physiological stress in students, reflected by changes in salivary biochemical markers. These stress responses may influence overall student health and academic performance, suggesting the need for strategies to manage stress among students during examinations.

This study examines the complex interplay between formal legal structures, customary practices, and rapid urban development in shaping land ownership dynamics in Batam's old villages (kampung tua). Through a qualitative case study approach, incorporating document analysis, semi-structured interviews, and field observations, we investigate the challenges in reconciling traditional land rights with modern property laws in the context of Batam's development as a free trade zone. Our findings reveal that approximately 70% of land parcels in the studied villages lack formal titles, highlighting the prevalence of informal ownership systems. The research identifies significant legal pluralism, where national land laws, local regulations, and customary (adat) practices coexist and often conflict. Notaries emerge as key actors navigating this complex landscape, often expanding beyond their formal mandate to mediate between different systems of authority and ownership. The study underscores the limitations of current legal frameworks in addressing the unique challenges of land administration in rapidly urbanizing areas with strong customary traditions. We propose the need for more adaptive land governance approaches that can accommodate both formal and informal ownership structures, including specialized legal frameworks for recognizing customary land rights in urban contexts. This research contributes to the broader understanding of land rights issues in the face of rapid urban development and offers insights for policymakers, legal practitioners, and urban planners grappling with similar challenges in other developing regions.

Negative ambition, thirst for power, which gives birth to fraud in constitutional politics, greed will tend to give birth to authoritarian government, which also facilitates uncontrolled corrupt behavior in all levels of the government system, the result is that corruption becomes a system that is difficult to judge effectively. right in front of the judiciary. The state's ideals which are the legal basis in the Proclamation are only historical, the State's goals as stated in Paragraph IV appear to be subject to multiple interpretations with negative ambitions and a monopoly in the control of natural resources by certain groups. The Constitutional Court has become a bone of contention. because it is considered the last bull of the constitution. The various systems and regulations as the basic foundation in the 1945 Constitution are the reason that it is no longer appropriate to the situation and must be repeatedly amended. The recruitment of State Rulers through the ELECTION system once every five years continues to be changed in a direction that is increasingly widening and even eliminating the true meaning of the goals of a State which is based on the Blessing of God. Almighty. Our constitutional history, which is quite long since the birth of the 1945 Constitution, will continue to be corrected for reasons of adjusting interests. In fact, the state is a tool to achieve the goals of the nation that agreed to form the state with the aim of protecting and ensuring the welfare of the people of that nation. The principles and foundations of the State have been established as the foundation in a state order, but our constitutional problems can only be resolved by changing the law and very minimally changing the concept of human thinking in that Pancasila has become the philosophy and goal of national life. The next question will be whether the Amendment to the 1945 Constitution will continue. carried out to adjust the circumstances of the desires or interests of the State authorities. Conflicts of interest in our state structure must return to the order of religious values ​​in religion which in Islamic psychology is known as Maqashidus syari'ah jurisprudence.

This research aims to analyze effective strategies in optimizing the use of social media, especially the YouTube and Instagram platforms, by students of Syari’ah business law courses. The focus of the research is to identify students' efforts to use social media as a relevant and useful tool in the context of social media business from an Islamic perspective and legal protection issues related to existing YouTube and Instagram social media content. The research method used is qualitative, with strategic analysis through surveys, interviews and observations of Syari’ah business students, especially content owners (Youtubers) and users who actively use YouTube as a medium for uploading content. , Content created by YouTubers is considered copyrighted. The data obtained was then analyzed to explore and document aspects of the Kedungsapur area that were thoroughly researched. The results of this research provide detailed insight into optimizing social media use of Syari’ah   business law students by uncovering unintentional mentions and attributions to certain parties throughout the public domain. This can lead to defamation, which is prohibited in Islam and violates the ITE Law, Islam emphasizes the importance of conveying information accurately and not manipulating or misusing facts. Further findings show that the presence of hackers has an impact on how content creators protect YouTube and Instagram. The meaning of this research can contribute to the development of innovative learning strategies and deepen students' understanding of the application of the law Syari’ah trading in the digital era.

The aim of the research is to analyze the factors that cause criminal acts of traffic accidents committed by children and the responsibility of children related to traffic accidents committed by minors which cause death. The research method used in this research is an empirical method. The results of the research show that: 1. The factors causing the occurrence of criminal traffic accidents committed by children which cause death are. General factors include: Manuia, Weather/Nature, Road Conditions. Then external factors, including: Age, personal existence, lack of awareness of the safety of oneself and others, lack of awareness of traffic regulations. And internal factors, including: Lack of parental attention, social environment.2. Responsibility of children for criminal acts of traffic accidents by minors which cause death. The provisions for criminal fines for children whose negligence causes someone to lose their life in Article 310 paragraph (4) of Law Number 22 of 2009 concerning Road Traffic and Transportation can be imposed a fine that can be imposed on childrezn whose negligence causes someone to lose their life at most ½ (one half) of the maximum threat of imprisonment for adults. It can be concluded that for children whose negligence is proven to result in someone losing their life, the threat of imprisonment that can be imposed on them is ½ of the fine in Law Number 22 of 2009 concerning Road Traffic and Transportation. Because the criminal fine in Law Number 22 of 2009 concerning Road Traffic and Transportation is a maximum of IDR 12,000,000.00 (twelve million rupiah), then for a child whose negligence causes someone to lose their life a maximum of IDR 6,000,000, 00 (six million rupiah). Keywords: Accident; Traffic; Child; death.

This research aims to investigate the financial status by conducting bankruptcy analyses using the Springate, Grover, and Zmijewski Methods on WIKA from 2018 to 2022, and to investigate the differences in the outcomes produced by these three methodologies. The method used in this study is a quantitative descriptive method. This study involved interpreting processed data through mathematical procedures, utilizing WIKA’s published financial statements from 2018 to 2022. The results show that according to the Springate method, WIKA experienced financial distress during this period. However, based on the Grover method, WIKA did not experience financial distress from 2018 to 2022. Nevertheless, according to the Zmijewski method, WIKA did not experience financial distress from 2018 to 2021 but faced a distressed situation in 2022.

The development of the era and technological advances can make it easier for humans to do everything, one example is the development of types of food in Indonesia which is growing rapidly, one of which is junk food or fast food. The purpose of this study was to determine the effect of eating culture on Body Mass Index in adolescents. The type of research used is quantitative descriptive with a Cross Sectional Study approach, namely to determine the effect of dependent and independent variables observed in the same time period. This study was conducted in the Al-Fatah Natar Islamic Boarding School Area, South Lampung Regency, Lampung Province with a population of 30 students and a sampling technique of total sampling. The results of the statistical analysis of multiple logistic regression tests with results on the frequency of eating variables with a value of p (0.816)>α (0.05). While on the junk food consumption variable with a value of p (0.016)<α (0.05). The results of the statistical analysis show that only junk food consumption has an effect on Body Mass Index in adolescents. So it can be concluded that the culture of consuming junk food has an effect on Body Mass Index in adolescents. For the community to be able to more actively utilize the service facilities that have been prepared, so that through consultation with health workers can increase knowledge about good eating culture in adolescents.

Anemia is a deficiency in hemoglobin levels in the blood and is a major nutritional problem in Indonesia. The World Health Organization (WHO) in its 2021 world health statistics shows that the prevalence of anemia in women of reproductive age (15-49) in the world in 2019 was around 29.9%.  The results of the 2018 Basic Health Research report by Balitbangkes in Indonesia, the prevalence of anemia in young women is around 27.2% in the 15-24 year age group.  One of the factors causing anemia is nutritional status.  Nutritional status is a factor that is closely related to anemia. This research uses quantitative descriptive, and the research design used in this research is cross sectional. The number of samples used was 10 young women using total sampling techniques. The research was conducted at the Tahirah Al Baeti Bulukumba Midwifery Academy. Adolescents with an inappropriate BMI experienced severe anemia, namely 4 adolescents (80%), 1 respondent (20%) with an inappropriate BMI experienced severe anemia, while 5 respondents (100%) with an appropriate BMI experienced mild anemia. Based on the results of the statistical test p value = 0.004, it can be concluded that there is a significant relationship between nutritional status and the incidence of anemia in adolescents at the Tahirah Al Baeti Bulukumba Midwifery Academy    

Non-communicable diseases (NCDs) are one of the biggest health challenges globally. Based on data from the World Health Organization or WHO, data shows that of the 56 million deaths that occurred in the world in 2021, there were 38 million or almost three quarters. Based on data from the Semarang City Health Service, the gender of those receiving health services for Hypertension Sufferers in 2022 shows that the female gender is 161,877 (56%) which is greater than the male gender which is 129,033 (44%), and in the working area of ​​the Gunungpati Community Health Center it is in the fifth highest position. Hypertension sufferers. Nutritional status is also influenced by a good diet and is also influenced by age, especially in women of childbearing age less than 40 years because they have a greater potential for experiencing hormonal imbalances in the body. The respondents in this research were WUS in the Sadeng Gunung Pati sub-district, Semarang city, totaling 101 respondents. The aim of this study was to determine the relationship between nutritional status and the incidence of hypertension in suburban age women (WUS) in the Sadeng Gunung Pati sub-district, Semarang City. This research method uses a cross sectional approach which was carried out in the Sadeng Gunung Pati sub-district. Data collection was carried out from March to May 2024. The results showed that the correlation between nutritional status and the incidence of hypertension in women of childbearing age (WUS) in Sadeng subdistrict was carried out using the Chi Square test, obtained with a P value = 0.0001, OR = 5.15 , CI = (2.16 – 12.26), where the majority of respondents with hypertension were 57.4% (aged 15-49 years) with a BMI classification in the thin category of 18.5. The conclusion of this study is that there is a relationship between nutritional status and the incidence of women of suburban age (WUS) in the Gunung Pati sub-district, Semarang city.

Food sanitation hygiene is an effort to control all physical and biological factors that may cause health problems. Food is in accordance with the standards, so good hygiene and sanitation is needed. The purpose of this study was to determine the relationship between knowledge and length of work on the hygiene behavior of processing workers at the Nutrition Installation of RSUD Ir. Soekarno Sukoharjo. This type of research is analytic observational with a cross sectional approach. The sample of this study were food handlers at the Nutrition Installation of RSUD Ir. Soekarno Sukoharjo as many as 20 people with total sampling technique. Hygiene knowledge was obtained by interviewing using a questionnaire and hygiene behavior was obtained by observing using the behavior observation form. The analysis of the relationship between knowledge and hygiene behavior of food handlers used the Spearman Rank test and the relationship between length of work and hygiene with food handlers used the Chi Square test. The results showed that the relationship between knowledge and hygiene behavior of food handlers obtained a P value = 0.412 and the relationship between length of work and hygiene behavior of food handlers obtained a P value = 0.430. Conclusion There is no relationship between knowledge and length of work with the hygiene behavior of food handlers at the Nutrition Installation of RSUD Ir. Soekarno Sukoharjo.