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Diabetes Mellitus is a disease caused by the failure of the pancreas organ in producing the hormone insulin in excess causing increased blood sugar levels and resulting in a lack of insulin. This study discusses the application of the k-means clustering method to determine risk factors for diabetes mellitus. By using the clustering method, data will be grouped into several clusters or groups which in this study compare by applying several data mining tools such as RapidMiner, SPSS, WEKA, and Python. From the results of the comparison carried out resulted in 5 calculations, namely the manual calculation of cluster 1 with a ratio value of 73% being the first priority, calculations using RapidMiner resulting in cluster 3 with a ratio value of 58% being the first priority, calculations using SPSS cluster 2 with a ratio value of 34% being the first priority, and calculations using Python produce cluster 1 with a ratio value of 55% being the first priority.

In Indonesia, micro, small, and medium enterprises (MSMEs) have long been recognized as a very important business sector due to their various real roles in the economy. However, MSMEs often face many obstacles in running their businesses. More incentive support from various parties, especially the government, is needed for the development of MSMEs. In order to overcome the problems faced by MSMEs and support their sustainability, a KKU (Business Field Study) activity was carried out by Group 15 at the KKU-11 of the Institute of Technology and Business (ITB) Adias Pemalang at the MSME “Ev_Kids Product.”After conducting an observation phase, several problems faced by the SME were identified, including the lack of social media for marketing, failure to calculate the Cost of Goods Sold (COGS) and maintain simple accounting records, absence of a business logo, banners, promotional image designs, organizational structure, business profile, product catalog, stamps, receipt books, and product attributes. Additionally, the SME had never produced a production video or promotional video.After conducting the observation phase, KKU actors formulated several business development assistance programs, namely creating social media accounts, calculating the Cost of Goods Sold (COGS), creating simple bookkeeping, creating a business logo, banners, promotional image designs, organizational structure, business profile, product catalog, stamps, note books, and product attributes in the form of hangtags. They also created production videos and promotional videos.

This study presents a high-accuracy real-time soft failure detection framework for large-scale fiber-to-the-home(FTTH) optical access network using a hybrid ensemble of Isolation Forest and One-Class Support Vector Machine (OCVSM). The proposed model was trainde and validated on a real-word multivariate performance dataset comprising more than 1.8 million samples collected at 5-minute intervals from 50 Optical Line Terminal (OLTs) and over 3,000 Optical Network Terminals (ONTs) across a five-month periode(June-October 2025). Ground-truth validation was performed using 111 confirmed network incidents in October 2025 affecting 12,990 customer. The hybrid ensemble achieved Precision 0.940, Recall 0.982, with an average detection delay of only 7.8 minutes-representing an 87.7% reduction compared to conventional manual response (63.5 minutes). The framework significantly outperforms traditional threesholding and recent ML-based methods while demonstrating practical deployability in live operational enviroments.

The interval between 2018 and 2025 represents a defining epoch in financial assurance, characterized by a systemic collision between traditional audit methodologies and the exponential sophistication of fraudulent actors. This research employs a comprehensive library research methodology, utilizing Systematic Literature Review (SLR) to evaluate the evolving landscape of audit and fraud. The study traces the theoretical migration from Cressey’s Fraud Triangle to multidimensional frameworks like the Fraud Pentagon, which emphasizes the roles of arrogance and competence. Through a forensic examination of catastrophic audit failures including Wirecard, FTX, and the emerging risks of crypto-assets, the research identifies recurring patterns of auditor failure in assessing operational risks and internal controls. Furthermore, the report analyzes the dual-edged impact of Artificial Intelligence (AI); while machine learning algorithms offer enhanced detection capabilities, the rise of Generative AI (GenAI) and deepfake technology has empowered perpetrators to execute sophisticated "synthetic reality" frauds. The study critically evaluates regulatory responses, particularly the revision of International Standard on Auditing (ISA) 240, which mandates a more proactive "fraud lens." The findings suggest that the auditing profession faces an existential crisis of relevance, necessitating a fundamental shift toward a forensic mindset supported by advanced technological integration.

The rapid development of digitalization and innovation has become a key driver in improving business processes and the competitiveness of organizations worldwide. This study is the first comprehensive bibliometric analysis examining the relationship between digitalization and innovation in business processes, to map the intellectual structure of this field, track the development of its themes, and identify remaining research gaps. This analysis, which utilizes data from Scopus processed using VOSviewer and Biblioshiny software, covers publications from 2010 to 2024 and employs co-occurrence, co-authorship, and thematic evolution techniques. The results show a rapid growth in publications since 2016, peaking at over 110 publications in 2024. Eight key thematic clusters stand out: Industry 4.0, artificial intelligence, robotic process automation, blockchain, drivers, and agile business process management. Despite the field's maturity, it still suffers from high fragmentation, strong geographic concentration, and a reliance on cross-sectoral research designs. As a result, longitudinal insights remain limited, and digital transformation failure rates remain high, reaching up to 70%. This research presents the first quantitative and visual roadmap of global knowledge flows in this domain and underscores the need for longitudinal, geographically inclusive, and people-centric research to move beyond single-point understandings to a sustainable, context-sensitive framework that enhances both the theoretical depth and practical success of digital-based business process innovation

This study aims to analyze the effectiveness of technical personnel management in handling main engine failures during extreme weather conditions at sea. The main focus of this study is to assess the extent to which technical competence, communication, coordination, and preparedness of technical personnel contribute to the effectiveness of damage management. The method used is a descriptive quantitative approach with data collection through a closed-ended questionnaire based on a Likert scale. A total of 100 respondents who are ship engineering officers currently studying at a maritime campus were sampled. The results of the analysis show that the four independent variables (technical competence, communication, coordination, and preparedness) simultaneously have a significant effect on the effectiveness of handling main engine failures. From the results of the multiple linear regression test, the coefficient of determination (R²) value of 0.897 indicates that 89.7% of the variation in damage management effectiveness can be explained by these four variables. This finding indicates that good technical personnel management plays a significant role in reducing the risk of engine system failure during extreme weather.

Corrective maintenance is one of the maintenance strategies performed after system failures or malfunctions occur, particularly in diesel power plants (PLTD) that play a crucial role in supplying electricity to remote areas such as Jayapura. This study aims to identify the types of failures occurring in diesel engines at the Jayapura PLTD and to evaluate the corrective maintenance actions implemented. Data were collected through direct observation during an internship program, interviews with technicians, and analysis of historical maintenance and failure records. The results indicate that the most common failures occurred in the lubrication system, fuel system, and cooling system. Corrective actions included component repairs, spare part replacements, and system adjustments. The application of timely and appropriate corrective maintenance significantly reduced machine downtime and improved the reliability of the power generation system. This study recommends integrating corrective and preventive maintenance strategies to maximize operational efficiency of the PLTD.

A research about study of sandstone slope stability using the Bishop Simplified method in Uu Samarinda has been conducted. This study was conducted to analyze the rebound number values of sandstone slopes, evaluate their stability level, and calculate the safety factor using the Bishop method. The results showed that the rebound number values were 22.34 at point 1, 19.83 at point 2, and 18.07 at point 3. The Uniaxial Compressive Strength (UCS) values at the observation points were 1.90 MPa, 1.62 MPa, and 2.21 MPa, respectively. Geological Strength Index (GSI) evaluation indicated a rating of 80–85, demonstrating intact/massive rock structure, fresh and unweathered rock surfaces, and very good rock quality. Based on the Bishop method analysis, the slope factor of safety in 6.525  with a probability of failure is 0.000%, indicating that the sandstone slope in Ulu Samarinda is highly stable even under external pressures such as heavy rainfall or minor earthquakes. This study provides crucial information on the mechanical characteristics and stability of sandstone slopes in ulu Samarinda, which can serve as a reference for technical planning, geotechnical risk mitigation, and the sustainable development of safe areas.

This qualitative study examines the Public Service Performance Gap at the Ponorogo Regency Transportation Agency (Dishub) in managing high-risk traffic assets, which stems from the failure to synergise Normative Governance with operational Public Asset Management (MAP). Utilising Edwards III's Policy Implementation Model and GG/NPS principles, the core finding indicates that synergy failure is mediated by a Reactive Bureaucratic Disposition. While Dishub adheres procedurally, asset maintenance is largely reactive—performed only after damage or public complaint—not preventive. This non-responsive attitude limits accountability to reporting outputs disconnected from physical service outcomes, leading to low service quality. The proposed substantive solution is to activate Community Involvement (NPS) as a key moderator, which is currently weak, by integrating Functional Participation into the agile MAP cycle. The research recommends an e-governance system with KPIs, where transparently integrated citizen reports automatically trigger work orders, creating external public accountability pressure that forces the reactive bureaucracy to act proactively.

Licensing gave the insurance company right to conduct its business activity, insurance company need to comply with provisions, one of the provision is corporate financial health. Failure to comply with the provisions will result in sanction in the form of company dissolution and liquidation. Shareholder conduct General Meeting of Shareholder (RUPS) to determine liquidation team. The company assets were blocked and seized by the state due to connection with other criminal cases. Failure in payment caused by the seizure made policy holder conduct litigation and non-litigation effort. This study aim to know and analyse the provisions regulation and supervision of the liquidation process that conducted by the company which license had been provoked. The second objectives are to know and analyse the impact to policy holders caused by the liquidation of  PT Ausransi Jiwa Adisarana Wanaartha which had its business license revoked. The methodology that had been used in this study is normative legal research with approach based on legal principal, approach based on systemic approach to law, and approach based on synchronization to law. The result of this study is the legal basic regarding liquidation had not regulated adequately. Policyholders as the party that got the impact of the liquidation will be placed in a disadvantage condition due to the small return of payment from company asset, especially when insurance fund is not sufficient to cover all the obligated payment to policyholders.

Hypertension substantially increases the risk of developing secondary conditions, including stroke, renal disease, coronary heart disease, and heart failure. Early management is therefore essential to prevent complications and adverse outcomes. Evidence indicates that untreated hypertension contributes to approximately 60% of stroke cases. Public knowledge regarding hypertension-related complications remains limited, and many individuals are unable to identify early signs of stroke the most common complication associated with hypertension. This study aimed to assess the knowledge of hypertensive patients regarding stroke risk and management at Santa Elisabeth Hospital Medan in 2024. A descriptive research design was employed. The sample consisted of 67 hypertensive patients attending the outpatient clinic, selected through purposive sampling. Data were presented using frequency distribution tables. The findings revealed that 52.2% of respondents demonstrated poor knowledge, 32.8% had moderate knowledge, and only 14.9% showed good knowledge regarding stroke risk and management. These results underscore the need for patients to adopt healthier lifestyles and for the hospital to strengthen educational efforts by providing more engaging and interactive learning materials for patients and their families.

The stability of slopes in open-pit coal mining in Indonesia is significantly influenced by geological faults, which are a major factor causing slope failures. This study aims to examine the impact of faults on slope stability by conducting a systematic literature review of 25 scientific publications from 2018 to 2025. The results indicate that faults and fault zones consistently reduce rock mass integrity through several mechanisms, including stress concentration in weak zones, the formation of preferential sliding surfaces, amplification of hydro-mechanical effects from groundwater and rainfall, and the reduction of rock strength parameters. Case studies in Kalimantan and Sumatra confirm these mechanisms with slope failures aligning with fault orientations. Kinematic and numerical analyses using the Limit Equilibrium Method (LEM), Finite Element Method (FEM), and Distinct Element Method (DEM) show a reduction in the safety factor (SF) by up to 36% on slopes affected by faults. Practical recommendations include continuous monitoring using Slope Stability Radar (SSR), optimization of slope geometry with angles < 18° in fault zones, groundwater control, reinforcement with anchors and bolting, and UAV-based discontinuity mapping for hazard zoning. This study concludes that managing slopes in fault zones requires an integrated approach combining detailed geological investigation, multi-method numerical analysis, real-time monitoring, and specific mitigation design.

This study is motivated by the emergence of public controversy surrounding the alleged sexual harassment case involving the preacher Gus Elham, which has sparked widespread debate about ethical boundaries in da’wah activities. This phenomenon reflects a moral and social crisis in contemporary da’wah practices, particularly in relation to power relations, child protection, and the moral responsibility of religious figures as public role models. This study aims to analyze violations of da’wah ethics in this case from moral and social perspectives, as well as to identify its impact on public trust in preachers and religious institutions. The method used is a descriptive qualitative approach through the analysis of online news, public statements, social media posts, interview recordings, and da’wah-related content associated with the case. The findings indicate that the actions in question not only violated norms of decency but also revealed a failure to understand principles of child protection and ethics of da’wah based on akhlakul karimah. Socially, the case demonstrates a moral crisis affecting religious authority and an increase in public skepticism toward religious figures. The implications of this study emphasize the importance of formulating stricter da’wah codes of ethics, strengthening ethical literacy among preachers, and integrating child protection values into da’wah practice to prevent similar cases from recurring.

Diabetes mellitus (DM) is a metabolic disease characterized by elevated blood glucose levels. This condition includes several types, such as type 1 and type 2 diabetes. It occurs when the body is unable to produce enough insulin, experiences impaired insulin function, or faces a combination of both. As a result, glucose cannot be effectively absorbed by the body’s cells and accumulates in the bloodstream, leading to high blood sugar or hyperglycemia. If this condition persists, the buildup of glucose can cause various disorders in different organs. Without proper management, diabetes may lead to severe and life-threatening complications. Chronic hyperglycemia in diabetic patients is associated with long-term damage, dysfunction, and even failure of vital organs such as the eyes, kidneys, nerves, heart, and blood vessels. In this activity, percentage-based methods and demonstrations of blood glucose testing were used as educational tools for students. The results showed that students’ awareness of the dangers of elevated blood sugar levels remains low. Many of them are still unfamiliar with the importance of regular blood glucose monitoring and maintaining a healthy lifestyle to prevent diabetes. Therefore, continuous efforts are needed to provide education and outreach on the prevention and early management of diabetes mellitus.

This study analyzes the maintenance process of the Roll Bending machine used in the wind tower production line at PT Kenertec Power System, Cilegon, Indonesia. The Roll Bending machine plays a crucial role in shaping steel plates into cylindrical shell components, which are later assembled into wind tower sections. The objective of this research is to identify maintenance patterns, types of failures, and improvement strategies to ensure machine reliability and operational efficiency. The research employed observation, interviews with maintenance personnel, and documentation review to collect relevant data. The findings show that the machine experienced multiple failures, mostly related to hydraulic system leaks, PLC programming errors, and component wear such as cylinders, seals, and gear pumps. A significant increase in corrective maintenance activities occurred between August 2023 and April 2024, particularly in February 2024, indicating the need for a more consistent predictive maintenance strategy. The implications of this study highlight that optimized maintenance scheduling and monitoring are essential to reduce downtime, avoid production delays, and maintain product quality. This research is expected to support maintenance decision-making and contribute to the improvement of industrial machine reliability in wind tower manufacturing operations.

This study conceptually analyzes how blockchain technology reshapes the mechanisms of transparency and trust in global Islamic trade from the perspective of Islamic economics. The digitization of financial systems encourages a shift from trust based on social integrity and human relations, which traditionally form the foundation of muamalah practices, to an algorithmic trust model governed by code. In this context, this study examines how core values such as amanah and 'adl can be supported and even strengthened when economic interactions are increasingly mediated by technology. The research approach employs a qualitative-descriptive method, based on a literature review, with Miles and Huberman's analysis used to interpret the data and combine it with the normative principles of Islamic economics, thereby supporting the substance of Sharia. The main findings of this article show that blockchain has significant potential to enhance transparency, efficiency, and accountability through distributed ledgers and smart contracts, aligning with the objectives of maqāṣid al-sharī‘ah. However, despite its ability to reduce informational gharar, this technology also gives rise to new uncertainties that are technical, epistemic, and social in nature. Cases such as the DAO hack and the Terra–Luna failure confirm that technical transparency does not automatically lead to substantive justice. As a contribution, this study offers a Digital-Trust Maqāṣidiyyah framework, which positions blockchain as a means to strengthen Sharia ethics through adaptive contracts, Sharia oracles, decentralized arbitration, digital literacy, and Sharia regulatory sandboxes.

The digital transformation of public administration in recent decades has reshaped government service delivery, particularly through the adoption of technology as a tool to enhance transparency, efficiency, and accountability. The implementation of the Online Single Submission–Risk Based Approach (OSS-RBA) represents Indonesia’s strategic effort to create an integrated licensing framework aligned with the principles of good governance. This study aims to analyze the forms of administrative responsibility in digital-based licensing services under OSS-RBA and examine the accountability mechanisms applicable when system failures affect legal certainty for business actors. The research employs a normative juridical method using statutory, conceptual, and case approaches through the examination of regulations, doctrines, and administrative court decisions. The findings indicate that digitalization does not alter the core of governmental responsibility, as every decision generated by the system is legally attributed to the competent administrative authority. The implementation of OSS-RBA still faces obstacles such as system errors, data inconsistencies between institutions, and delays in technical verification, all of which directly affect legal certainty and the quality of public services. Furthermore, internal and external oversight mechanisms are not yet fully effective in preventing maladministration, including unreasonable delays and inaccuracies in automated decision-making. The study also shows that business actors require more responsive administrative remedies to prevent technological risks from shifting entirely onto them. Therefore, this research concludes that the effectiveness of OSS-RBA depends on strengthening institutional capacity, harmonizing regulations, and ensuring the consistent application of good governance principles throughout all stages of digital licensing administration.  

Investments in information technology (IT) often fail to deliver the expected added value due to excessive dependence on external suppliers, inflexible technological systems, or infrastructures that are highly vulnerable to various operational and security risks. This article analyzes organizational strategies to ensure the realization of added value from IT investments through the integration of strategic alignment and comprehensive risk management practices. By implementing strategic alignment, organizations are able to synchronize IT initiatives with core business objectives, organizational processes, and long-term strategic goals. At the same time, effective risk management plays a crucial role in reducing detrimental dependencies, including risks related to data breaches, system failures, cyber threats, and operational disruptions. This approach is supported by an extensive review of literature from credible and relevant academic sources, which demonstrates that systematic risk mitigation can significantly enhance organizational resilience, reliability, and overall value creation from IT investments. As a result, organizations are better positioned to optimize performance, improve decision-making capabilities, and ultimately achieve a sustainable competitive advantage in an increasingly digital business environment.

Epilepsy is one of the most common chronic neurological disorders in children. Long-term use of antiepileptic drugs carries the risk of Drug Related Problems (DRPs) such as drug interactions, inappropriate dosing, and untreated indications. This study aimed to identify the types and incidence of DRPs in pediatric epilepsy outpatients at Embung Fatimah General Hospital, Batam. This was a descriptive, non-experimental study with a retrospective design. Data were collected from pediatric medical records (<18 years) between January–December 2024, with a total of 45 patients. DRPs were identified using the American Society of Hospital Pharmacist (ASHP) classification. Of 45 patients, the majority were aged 1–5 years (38%) and female (53%). The most frequently used antiepileptic drug was sodium valproate (56.36%). Identification DRPs included drug interactions (63.16%), untreated indications (5.26%), and inappropriate drug selection (5.26%). No cases of overdose or failure to receive medication were found. The most dominant DRP in pediatric epilepsy patients was drug interactions, particularly between valproic acid and folic acid.

This study analyzes the application of sentence enhancement to perpetrators of fraud in the recruitment of civil servants (ASN) and examines the consistency of judicial reasoning in Decision No. 1175/Pid.B/2024/PN Mks. The research focuses on two main issues: the fulfillment of the requirements for sentence enhancement under Articles 52 and 486–488 of the Indonesian Criminal Code (KUHP), and the alignment of the judge’s considerations with the principles of criminal sentencing. Using a normative juridical method and employing statutory, case, and conceptual approaches, this research finds that the application of Article 378 KUHP was appropriate, as the elements of deception were proven. However, sentence enhancement under Articles 52 and 486–488 KUHP was not applied due to the absence of a functional connection between the perpetrator’s status as an ASN and the offense, as well as the failure to meet the formal requirements of recidivism. Although the decision is legally defensible in a formal sense, it lacks substantive completeness in addressing moral and sociological considerations. The perpetrator’s ASN status and prior conviction should reasonably serve as aggravating factors. The study concludes that while the decision is normatively consistent, it falls short of achieving substantive justice, particularly regarding public protection and the integrity of the civil service.