Pendekatan berbasis Deep Neural Network (DNN) menawarkan akurasi yang lebih tinggi dibandingkan dengan metode tradisional seperti Hidden Markov Model (HMM)-Gaussian Mixture Model (GMM) dalam pengembangan model akustik. Dalam penelitian ini, tiga varian DNN populer dievaluasi: Time-Delay Neural Network (TDNN), Long Short-Term Memory (LSTM), dan kombinasi hibrid TDNN-LSTM untuk pengembangan model akustik dalam pengenalan wicara bahasa Indonesia. Data wicara yang digunakan adalah KDW-BPPT-50K-ASR1 dengan durasi lebih dari 92 jam, model akustik dilatih dan eksperimen dilakukan untuk menganalisis kinerjanya. Hasil penelitian menunjukkan bahwa model hibrid TDNN-LSTM mencapai kinerja terbaik dengan Word Error Rate (WER) sebesar 9,67%, mengungguli TDNN dengan WER 12,16% dan LSTM dengan WER 10,6%. Penemuan ini menegaskan bahwa model hibrid mampu meningkatkan akurasi pengenalan wicara bahasa Indonesia dibandingkan dengan penggunaan TDNN atau LSTM secara terpisah. Hasil ini memberikan kontribusi penting bagi pengembangan sistem pengenalan wicara yang lebih akurat dan efisien.

Diabetic ketoacidosis (DKA) is defined as life threatening condition that happen mainly in T1DM and less frequently with T2DM in certain situation, an increase in the serum concentration of ketones greater than 3 mmol/L, a blood sugar level greater than 11mmol/L (although it is usually much higher), and a blood (usually arterial) pH less than 7.3 and it is the most frequent acute hyperglycemic emergency in persons with diabetes mellitus (DM). The main cause of morbidity and mortality in children with diabetes is DKA from both type1 DM (T1DM) and T2DM. Children with diminished metabolic control or previous episodes of DKA are at higher risk, as are prepubescent and adolescent girls, children with psychiatric disorders, such as eating disorders, and children who come from challenging families with lower socioeconomic status and inadequate health insurance as well as low general education levels.

This study aims to analyze the legitimacy of authority in determining the elected candidate pairs in the Pilkada, as regulated in Articles 58 and 76 of the General Election Commission Regulation (PKPU) Number 18 of 2024, using Jean Jacques Rousseau's theory of legitimacy of authority. The difference in the mechanism for determining the winner between DKI Jakarta by obtaining more than 50% of the valid votes and other provinces based only on the most votes, gives rise to anomalies that have the potential to damage the legitimacy of authority. The impact is that the determination of elected candidates who do not obtain more than 50% of the votes will create skepticism about being trusted by the public. This is contrary to Rousseau's principle of the general will, that legitimate power must come from the collective will of the community. Normative juridical is used as a method in this study with a statutory and conceptual approach. The novelty of the study lies in the analysis of PKPU Number 18 of 2024, which was only ratified in November 2024. The use of Rousseau's theory applied in studies related to election regulations in Indonesia is unique in this study.  The results of the study show that Article 58 of PKPU Number 18 of 2024 is contrary to the principle of general will, so the KPU needs to revise the regulation to guarantee the legitimacy of leadership. Where the provisions that must be changed are in Paragraph (1). In addition, implementing a run-off election mechanism and elected leaders need to involve the community in policy-making as compensation for the lack of legitimacy. Concrete steps that can be taken are through public hearings from the community. This study makes a significant contribution by offering a new perspective in the analysis of Pilkada regulations, which focuses more on the general will as the foundation of the legitimacy of authority.
Penelitian ini bertujuan untuk menganalisis legitimasi kekuasaan dalam penetapan pasangan calon terpilih pada Pilkada, sebagaimana diatur dalam Pasal 58 dan 76 Peraturan Komisi Pemilihan Umum (PKPU) Nomor 18 Tahun 2024, dengan menggunakan teori legitimasi kekuasaan Jean Jacques Rousseau. Perbedaan mekanisme penetapan pemenang antara DKI Jakarta dengan memperoleh suara 50% lebih dari jumlah suara sah dan Provinsi lain hanya berdasarkan suara terbanyak, memunculkan anomali yang berpotensi merusak legitimasi kekuasaan. Dampaknya, penetapan calon terpilih yang tidak memperoleh jumlah suara 50% lebih akan menimbulkan rasa skeptis untuk dipercaya oleh masyarakat. Hal ini bertentangan dengan prinsip kehendak umum Rousseau, bahwa kekuasaan sah harus berasal dari keinginan kolektif masyarakat. Yuridis normatif digunakan sebagai metode dalam penelitian ini dengan pendekatan undang-undang dan konseptual. Kebaruan penelitian terletak pada analisis terhadap PKPU Nomor 18 Tahun 2024, yang baru disahkan pada November 2024. Penggunaan teori Rousseau yang diterapkan dalam studi terkait regulasi pemilu di Indonesia menjadi keunikan dalam penelitian ini. Hasil penelitian menunjukkan bahwa Pasal 58 PKPU Nomor 18 Tahun 2024 bertentangan dengan prinsip kehendak umum, sehingga KPU perlu merevisi aturan tersebut untuk menjamin legitimasi kepemimpinan. Di mana ketentuan yang harus dirubah terletak pada Ayat (1). Selain itu, melakukan mekanisme run off election dan pemimpin terpilih perlu melibatkan masyarakat dalam pengambilan kebijakan sebagai kompensasi atas kurangnya legitimasi. Langkah konkret yang bisa dilakukan dengan cara rapat dengar pendapat umum dari masyarakat. Penelitian ini memberikan kontribusi signifikan dengan menawarkan perspektif baru dalam analisis regulasi Pilkada, yang lebih berfokus pada kehendak umum sebagai fondasi legitimasi kekuasaan.

This research aims to analyze the dynamics of the role of Indonesian language among Generation Z, with an emphasis on the use of slang language in the context of social media. Language as a means of communication holds crucial significance in social life, and its development reflects the changes in time and technology Generation Z, born between the mid-1990s and early 2010s, is a group that is highly exposed to digital media and actively engages in content creation. A descriptive qualitative method is employed to explore the impact of slang language usage on the practice of formal Indonesian language communication. The findings indicate that while slang supports the expression of identity and creativity, there is a risk of diminished understanding of formal Indonesian language. This research recommends the implementation of innovative educational campaigns and collaboration with influencers to raise awareness of the importance of proper Indonesian language usage. With the application of appropriate strategies, it is hoped that the Indonesian language can remain relevant and be effectively used by Generation Z, positioning them as agents of change in the preservation of language in the digital era.

Heart failure accounts for 85% of deaths among cardiovascular disease patients. One of the primary complications in heart failure patients is an ineffective breathing pattern. Reducing mortality related to respiratory dysfunction requires fundamental interventions. One effective nursing intervention is patient positioning, which enhances lung expansion and alleviates shortness of breath. This study investigates the impact of the right lateral position on the respiratory status of heart failure (HF) patients at RSUD Dr. H. Moch Ansari Saleh. This study employed a quantitative, pre-experimental research design, specifically a one-group pretest-posttest approach. A total of 30 respondents were selected using a purposive sampling technique. Data collection involved observation sheets based on the SLKI for ineffective breathing patterns and pulse oximetry measurements. Statistical analysis was conducted using the Wilcoxon test, yielding a p-value of 0.000, indicating a significant improvement in respiratory status after the right lateral positioning intervention. These findings suggest that the right lateral position can be an effective nursing intervention to enhance respiratory function in HF patients. Therefore, it is recommended for implementation in the Kumala Room, Floor III, as a supportive measure to improve patient outcomes. 

The enactment of Law No. 11 of 2020 on Job Creation (UU Cipta Kerja) aims to simplify bureaucracy, attract investment, and create job opportunities in Indonesia. However, its implementation has raised legal uncertainties, particularly following the Constitutional Court’s ruling that deemed the law conditionally unconstitutional. Concerns have also emerged from labor unions and environmental organizations regarding its potential impact on workers’ rights and environmental sustainability. This study analyzes the legal and public policy perspectives of UU Cipta Kerja by evaluating its impact on investment, employment, and legal certainty. Using a qualitative approach with a document study method, this research examines legal documents, policy regulations, and court rulings, supplemented by expert interviews. The findings reveal that the law contributed to an 8.3% increase in Foreign Direct Investment (FDI) in its first year, reaching IDR 454 trillion in 2021. However, contract workers increased by 25%, raising concerns about job security. Additionally, five constitutional challenges were filed against the law in 2023, reflecting legal uncertainty. Weaknesses in environmental oversight were also identified due to relaxed business licensing requirements. These findings suggest that while UU Cipta Kerja supports investment growth, stronger legal safeguards and monitoring mechanisms are needed to ensure balanced benefits for all stakeholders. This study contributes to discussions on labor and investment policies by emphasizing the need for inclusive regulatory reforms that align economic growth with legal stability and worker protection.
 

The principle of precaution is understood as a preventive action in facing uncertainty or potential risks, especially when the potential impact of an action could be harmful. The Constitutional Court, whose decisions are final and binding, also applies this principle in its decision-making process. This research analyzes the relationship between the precautionary principle and the Justice Deliberation Meeting (RPH). The research method used was normative legal research with a statutory, conceptual, and philosophical approach. The study results affirm that the characteristics of Constitutional Court justices, viewed from the theory of authority, are unique. The theory of authority in law refers to the power or authority an institution or legal body possesses to make legitimate and binding decisions. In the context of the Constitutional Court, its decisions have a distinctiveness that reflects this institution’s special nature and responsibility. Furthermore, the Constitutional Court’s final decisions are binding, prioritize public interest, and use comprehensive evaluations in testing laws, reflecting the application of the precautionary principle in maintaining the integrity of the Constitution and justice for the entire society. In the case of RPH, justices should also apply the precautionary principle by considering all aspects and potential impacts of the law on the Constitution and the sense of justice in society.

The increasing complexity of naval electrical systems and the demand for higher operational reliability necessitate a shift from traditional maintenance methods to data-driven predictive maintenance solutions. This research examines the effectiveness of IoT-based remote monitoring and diagnostic systems in improving system reliability, cost-efficiency, and operational sustainability in naval engineering. A qualitative-empirical approach was applied, utilizing expert interviews, structured surveys, and field observations to assess the impact of IoT-driven predictive maintenance. The findings indicate a significant reduction in system failures (92/100), maintenance costs (89/100), and operational downtime, demonstrating the effectiveness of real-time fault detection and automated diagnostics. Additionally, the study identifies challenges in infrastructure readiness (78/100) and cybersecurity concerns (82/100), which must be addressed for large-scale implementation. While the adoption rate (88/100) reflects strong industry support, skill readiness gaps (80/100) suggest a need for enhanced technical training in maritime education. The research concludes that IoT-based predictive maintenance offers a transformative approach to naval maintenance strategies, ensuring sustainability, efficiency, and enhanced fleet readiness in modern maritime operations.

Banners are a simple yet highly effective promotional strategy for MSMEs. With attractive designs and strategic placement, banners can increase business visibility and attract more customers, thus contributing to local economic growth. The installation of banners as a promotional strategy for Micro, Small, and Medium Enterprises (MSMEs) has been proven effective in increasing product visibility and sales. The discussion in this Community Service activity report describes the activities to promote MSMEs that take place in the Sepinggan Baru village. So, to support these activities, visual media is needed that can help optimize the promotion of MSMEs by installing banners. Banners are designed in various sizes that can be attached to MSMEs, so that villagers who have MSMEs can easily place the position of the banners to be installed. KKN students of Sepinggan Baru Village who are banner instructors and help install banners and RT.17 community members are very enthusiastic and grateful for the banners we provide, because it makes it easier for them to promote their businesses. The results of this activity show that the objectives of the activity were carried out well and the residents of RT.17 Village Sepinggan Baru who have MSMEs were very appreciative.

This research focuses on the development of contextual-based interactive learning media to improve mastery of reaction rate concepts and develop the character of high school students in remote areas. This learning media was developed to provide learning experiences that are relevant to everyday life, therefore the concepts of reaction rate are simpler to understand and apply in students. In addition, this contextual approach also aims to encourage character development, such as responsibility, discipline, creativity, curiosity, and communicativeness during the learning process. A literature review was conducted to gather articles relevant to this topic, with a published time frame of 2018 - 2025. The review shows that this media significantly helps students in understanding the concept of learning material, critical thinking, as well as strengthening positive character aspects that support learning success. This research concludes that contextual-based interactive learning can be an efficient option in the science learning process in high school.