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A good sleep pattern is very important for our body's health both physically and mentally, while lifestyle habits such as physical activity and diet play a big role in influencing sleep quality. By using a decision tree, researchers aim to predict whether we have a healthy sleep pattern or not based on lifestyle. Healthy sleep patterns are regular and quality sleep habits to maintain our physical health. Healthy sleep patterns generally involve sleeping 8 hours – 9 hours per night, having a regular and consistent sleep time. The decision tree model was chosen because of the decision tree's ability to provide accurate predictions and produce rules that are easy to understand. This model can help us raise awareness of the importance of a healthy lifestyle in maintaining sleep quality.

A good sleep pattern is very important for our body's health both physically and mentally, while lifestyle habits such as physical activity and diet play a big role in influencing sleep quality. By using a decision tree, researchers aim to predict whether we have a healthy sleep pattern or not based on lifestyle. Healthy sleep patterns are regular and quality sleep habits to maintain our physical health. Healthy sleep patterns generally involve sleeping 8 hours – 9 hours per night, having a regular and consistent sleep time. The decision tree model was chosen because of the decision tree's ability to provide accurate predictions and produce rules that are easy to understand. This model can help us raise awareness of the importance of a healthy lifestyle in maintaining sleep quality.

Generation Alpha is a unique generation, born in the era of digital technology. Since an early age, they have been in contact with information technology. Based on previous research, this generation spends a lot of time in front of the screen and is fluent in using technological tools. As a generation of future leaders, teachers and parents must have an approach based on the characteristics of the Alpha generation in parenting and teaching patterns to develop leadership character. The study aims to examine the characteristics of the Alpha generation, how character education for the Alpha generation and effective parenting patterns in preparing the digital leadership of the Alpha generation. Literature studies show that the Alpha generation has great potential as a digital leader through the digital environment, character education in schools and parental care must be adjusted to the characteristics of the Alpha generation, by providing role models, mentoring, and good relationships. This study used a mixed method involving a quantitative survey of teachers and students, as well as qualitative interviews with school principals. The results of the study show that effective leadership in this context involves the implementation of holistic policies, which not only emphasize mastery of technology, but also strengthen character values ​​such as responsibility, discipline, and empathy. Thus, the role of principals and teachers is crucial in creating a learning environment that is balanced between the intellectual development and character of students.  This research provides strategic recommendations for educational leaders in designing policies that are able to integrate technology without neglecting student character development.

The process in artificial intelligence is similar to the process that occurs in the human brain. The pattern recognition process is to determine whether the input and output values ​​are the same so that the system can detect the pattern. A reciprocal relationship between the input and output levels is made possible by the two interconnected layers of the Bidirectional Associative Memory (BAM) technique. As a result, this technique can serve as an associative memory, meaning that some of the data stored in it can be called upon.. The load signal is transmitted from the input layer X to the output layer Y in this procedure. The weight value will be modified by computing the outcomes between the ranks [1,0]. In this work, the active sigmoid function is employed. Three input characters—the letters S, O, and X—are used in this study's 5x5 order matrix. A pattern [27 4] that matches the target is produced by the target letter S [1,-1], a pattern [27 -3] that does not match the target is produced by the target letter O [1.1], and a pattern [-37 21] that matches the target is produced by the target letter X [-1,1]. Consequently, not all patterns are able to meet the established objectives.

Factor analysis is a statistical method aimed at exploring correlations or relationships among variables studied, which are then grouped into fewer new factors. Principal Component Analysis (PCA) is a statistical technique used to reduce the dimensions of data with the goal of identifying hidden patterns or significant structures within the data. The research results indicate the presence of 5 factors influencing the decision-making process in online shopping among students of the University of North Sumatra via Shopee, namely the Funding Application Factor (28.141%), Information Reputation Factor (13.983%), Communication Satisfaction Factor (7.452%), Types and Compensation Factor (6.683%), and Guarantees and Prices Factor (5.794%). These five factors obtained a cumulative variance of 62.051%, indicating that they influence online shopping decisions through Shopee among University of North Sumatra students by 62.051%.

The concept of management in guidance and counseling is the process of planning, designing, organizing, and directing in the process of providing guidance and counseling services in a school or an organization. The method used in this research is the literature study method, which is a written summary that includes articles from journals, books, and other documents that define theories and provide information. The results of this study include: (1) the concept of management in counseling guidance, (2) the principles of applying guidance and counseling management, (3) organizational patterns in guidance and counseling, (4) stages of applying management in guidance and counseling, and (5) forms of evaluation in the process of guidance and counseling services.

This study aims to desribe speech difficulties n children aged 4-5 years at TK Al-Khairat Kindergarten, Gorontalo City. The researcher employed a qualitative research method focusing on the speech diffuculties experienced by children. The study subjects were three children and their parents at TK Al-Khairat Kindergarten in Gorontalo City, Data was collected through interviews and documentation. Data analysis was conducted through data reducation, data ranging from poor arculation to difficulties in understanding and using vocabulary. The causes influencing these difficulties include motor speech disorders such as apraxia, lack of supportive social interactions, and familly communication patterns. These speech difficulties significantly impact the children’s social-emosional development, such as low self-concept and difficulties building social-emotional development, such as low self-concept and difficulties building social relationship. The study highlights the importance of early detection and appropriate intervention to help children overcome speech difficulties, ultimately supporting their social, emotional, and academic development.

The plural contrastive analysis in the book of Fathul Qorib is very important because there are many plural formations and there are many errors in making plural forms in Arabic. This is due to a lack of understanding of easier ways to form plural words. This research has a research focus: (1) How plurals are formed in Arabic and Indonesian. (2) What are the similarities and differences in plural formation in Arabic and Indonesian. This research uses a type of research (library research), namely collecting data obtained through research on books, journals, books and websites. Data capture method. This research uses a cooperative descriptive method. The results of this research show that the plural in Arabic contained in the book of fathul qorib consists of the plural muannas salim 69 words, the plural mudzakar salim 79 words and the plural takir 192 words. Meanwhile, the plural in Indonesian contained in the translation of the book of Fathul Qorib consists of a total of 84 words reduplication, 4 partial reduplications, 2 words reduplication of other forms and 11 words affixing reduplication. The similarity in the formation of plurals in Arabic and Indonesian lies in the suffixes or addition of plural meanings. Meanwhile, the differences are: The plural in Indonesian does not recognize the form of tadzkir, is not used for absolutes, reduplication can be used as a plural formation and in Indonesian it does not recognize wazan or pattern while Arabic recognizes the form of tadzkir, there is a division between sensible and non-sensical or mulak, process reduplication cannot be used as a plural marker, whereas in Arabic wazan or the plural pattern takir can be used as a plural word formation.

This study focuses on the involvement of the Church in interpreting pluralism in Indonesia. This article describes the efforts of the Catholic Church in addressing diversity in Indonesia through two different but complementary research approaches: quantitative method using questionnaires and qualitative method involving literature review. The quantitative approach involves data collection through questionnaires distributed to various members of the Catholic Church. The numerical data generated from the questionnaires are then statistically analyzed to identify patterns, preferences, and common views related to the synodality and diakonia of the Church. Meanwhile, the qualitative approach involves in-depth analysis through literature study, encompassing an understanding of the concepts of synodality and diakonia of the Church, as well as a review of literature relevant to the Indonesian context. This article aims to provide a comprehensive insight into the role of the Catholic Church in addressing differences and promoting unity in the multicultural context of Indonesia. Thus, this article is expected to make a valuable contribution to the understanding and discussion of the challenges and potential of the synodality and diakonia of the Church in unifying diversity in Indonesia.

One of the major causes of death in the globe is cancer. According to estimates, the number of people affected by cancer worldwide will continue to rise, reaching 21.4 million new cases and 13.2 million deaths by 2030.This study was carried out in the Sudanese state of East Darfur and it is a retrospective in nature. Clinical and Public Health Laboratory provided results, were collected, gathered then analyzed. The Statistical Package for Social Science (SPSS) version 25 was used evaluate demographic data and tumor cases. show that 87.3% of patients who were affected by were females, while only 12.7% of patients were males show that 15.87% of patients whom affected were 33 years old, followed by 9.52% their age were 34 and 45 years old endometritis accounted for (19.05% ) of the abnormalities that affected the patients, followed by ovaries (14.29%), endometrial polyps (12.70%), Breast masses (7.94%), chronic endometritis, prostatic hyperplasia The data on the present status of the most common benign and malignant tumors in Sudan and the neighboring areas is scarce. There is a complex interaction between the impact of infectious agents, genetics and environmental risk factors on the risk of development of most of these tumors.

This research aims to analyze the prosody contained in Javanese using an acoustic phonetic approach. This research also uses an instrumental approach, where researchers use the Praat program to analyze the frequency, intensity, and duration of the voices of male and female Javanese speakers. Data were collected from one male Javanese speaker and one female Javanese speaker. The results of the analysis show that the frequency of the voices of male Javanese speakers tends to be lower than that of female Javanese speakers. The intensity of the voices of male Javanese speakers tends to be smaller than that of female Javanese speakers. In contrast to the frequency and intensity, the duration of the male voice is also higher than that of female voices. This research confirms that there are significant differences in vocal characteristics between male and female speakers of Javanese. These results indicate that there are distinctive linguistic patterns between the two genders in the Javanese language community.

Research on the pattern of development of empowerment of rice farmers towards income levels was carried out in Tombang Village, Walenrang District, Luwu Regency. This research was conducted from January to March 2024. The results of the study showed that rice farming in Walenrang District was profitable with variable costs of IDR 12,442,999 and fixed costs of IDR 407,471 so that the total costs incurred were IDR 12,850,470 and the production value was IDR 44,730,181 so that the net income received by farmers was IDR 31,879,711 per ha / planting season. Based on the t-test with regression analysis, the production factors that influence rice farming income in Walenrang District, namely Land area (X1), Labor costs (X2) and Capital (X3) have a significant effect on increasing production. Based on the F test on the regression analysis of production factors, the independent variables, namely land area (X1), labor costs (X2) and capital (X3), have a significant influence on increasing production in rice farming in Walenrang sub-district, Luwu district.

This community service (PKM) uses a participatory approach from partners (participatory approach) so that partners are involved starting from identifying problems, selecting solutions. The "Yumna Sofa" business has been running since 2018, producing Sofas and Tables. The number of workers is five (5) people. The problems experienced by the "Yumna Sofa" business are business management, production and marketing. The products produced are Sofas and tables, and chairs. The raw wood materials are quite available, it's just that there is no standardization of wood quality. The activity was held in two stages, namely the PKM KKN Posko I Team survey on Saturday, September 30, 2024 and the Community Service (PKM) KKN Posko I Team discussion on Wednesday, October 9, 2024 at Mr. Muhdi's residence. The PKM activity has been successfully implemented by applying a participatory approach method to the "Yumna Sofa" business. Participatory methods used include monitoring, lecture methods and discussions to provide solutions faced by business partners including how to improve the quality of raw materials, more patterned and quality products, business management and digital marketing in increasing sales of the products offered.

Data from RISKESDAS 2018 Indonesian adolescents aged 15-20 years, found that adolescents consume instant noodles or other instant foods with a prevalence of more than 1 time per day 11.2%, more than 1 to 6 times per week 67.6%, and less than 3 times per month 21.2%. This can cause health problems Objective: This study aims to determine the relationship of fast food consumption patterns with nutritional status in adolescents at SMP N 1 Ngawen. Research method: This research is a type of quantitative correlation. With a cross sectional approach. Sampling using simple random sampling obtained 89 respondents. The instrument used ffq questionnaire and tools using scales and microtoice. Data were analysed using spearman rank. Results: Characteristics of respondents in this study the majority of 14 years (36.0%), female gender 44 (49.4%), male 45 (50.6%), the majority of patterns 45 (50.6%) and consumption of the majority of nutritional status 57 (64.0%). Spearman rank results obtained a value of 0.772 (> 0.05). Conclusion: There is no relationship between fast food consumption patterns and nutritional status in adolescents at SMP N 1 Ngawen.

Data from RISKESDAS 2018 Indonesian adolescents aged 15-20 years, found that adolescents consume instant noodles or other instant foods with a prevalence of more than 1 time per day 11.2%, more than 1 to 6 times per week 67.6%, and less than 3 times per month 21.2%. This can cause health problems Objective: This study aims to determine the relationship of fast food consumption patterns with nutritional status in adolescents at SMP N 1 Ngawen. Research method: This research is a type of quantitative correlation. With a cross sectional approach. Sampling using simple random sampling obtained 89 respondents. The instrument used ffq questionnaire and tools using scales and microtoice. Data were analysed using spearman rank. Results: Characteristics of respondents in this study the majority of 14 years (36.0%), female gender 44 (49.4%), male 45 (50.6%), the majority of patterns 45 (50.6%) and consumption of the majority of nutritional status 57 (64.0%). Spearman rank results obtained a value of 0.772 (> 0.05). Conclusion: There is no relationship between fast food consumption patterns and nutritional status in adolescents at SMP N 1 Ngawen.

The purpose of this study is to evaluate the influence of social media on language diversity, with a special emphasis on the phenomenon of code mixing, which is now a communication trend among Indonesian youth. Young people use code mixing to express their social and cultural identities in an international society. This study aims to understand how social media influences communication patterns and language diversity, and how code mixing impacts the socio-linguistic dynamics of young people. In addition, code mixing, which combines elements of Indonesian and English in conversation, has become part of everyday communication styles, especially on social media such as Instagram, TikTok, and WhatsApp. This study is also important to understand how social media influences communication patterns, language diversity, and the impact of code mixing on the socio-linguistic dynamics of young people. This research uses a qualitative descriptive method to analyze the phenomenon of code mixing in young people's communication on social media. This qualitative approach is considered appropriate because it allows researchers to explore in depth the use of language in a particular social context.The use of code mixing in young people's communication is not just a trend, but reflects changing attitudes towards language. On the one hand, code mixing can be considered a form of linguistic creativity to enrich language diversity, young people use code mixing to express self-identity, openness to foreign cultures, or show affiliation with certain communities.

The detection of computer network attacks is becoming increasingly important as the complexity and frequency of cyber-attacks threatening information systems and network infrastructure continue to rise. These attacks may lead to severe consequences, including data breaches, service disruptions, and financial losses. To address these challenges, artificial intelligence techniques have become a major focus in the development of more effective, adaptive, and reliable intrusion detection systems. Among various classification algorithms, the C4.5 decision tree has demonstrated strong performance due to its simplicity, interpretability, and high classification accuracy. This study aims to apply the C4.5 algorithm for network attack detection using a comprehensive dataset that includes multiple categories of attacks and normal network activities. The proposed methodology consists of several stages, including data preprocessing, feature selection, decision tree model construction, and performance evaluation using standard metrics such as accuracy, precision, recall, and F1-score. Data preprocessing is performed to handle missing values, normalize data, and reduce noise, thereby improving the overall quality of the dataset and enhancing classification results. The experimental results indicate that the C4.5 decision tree algorithm effectively classifies network traffic into attack and normal categories with a satisfactory level of accuracy. The model successfully identifies attack-related patterns and highlights significant features that influence detection performance. Further analysis reveals that appropriate feature selection and parameter tuning significantly contribute to improving model reliability and robustness. This research provides a valuable contribution to the development of efficient, accurate, and practical network intrusion detection systems. The proposed approach is expected to strengthen information security frameworks and support proactive defense strategies against increasingly sophisticated cyber threats, thereby enhancing the protection of critical network infrastructures.

Acute Respiratory Infection (ARI) is a significant public health issue, particularly in areas with suboptimal environmental conditions. Community Health Centers (Puskesmas), as the primary healthcare providers, play a crucial role in managing ARI cases. This study aims to analyze the prescribing patterns of medications for ARI patients at Pekanbaru Community Health Center to evaluate whether the prescribed treatments adhere to existing guidelines and to provide recommendations. The sample for this study comprises ARI patients who sought treatment at Pekanbaru Community Health Centers in March 2024. Secondary data from the monthly report of Pekanbaru Community Health Centers in March 2024 was used as the research instrument. The collected data was analyzed by calculating the percentage of medication usage. Based on the findings from Pekanbaru Community Health Centers, the following conclusions were drawn: Most patients consuming ARI medications were female, with 80 respondents, compared to 70 males. The age group with the highest number of ARI medication consumers was [missing data]. Paracetamol 500mg was the most commonly prescribed medication at the health center."

Floating markets in Kalimantan have been an integral part of the traditional trading system in the region. Maritime activities play an important role in supporting the sustainability of these markets as they connect local traders to different regions in the archipelago through waterways. This article examines the dynamics of trade in floating markets, focusing on how changes in maritime activities can affect traditional trade structures and patterns. Modernization of sea transportation and competition from land-based markets have successfully affected the competitiveness of waterborne traders. Therefore, the article also discusses the challenges faced by traders, such as limited access to suitable maritime infrastructure and changing consumer preferences. The research suggests that while floating markets continue to play an important role in the local economy, pressures from globalization and changes in maritime governance may threaten their sustainability.

This study examines lecturers’ resistance to the development of digital technology in learning in the era of modern education. The purpose of the study was to identify barriers to explore factors that contribute to higher education resistance to the integration of digital technology in higher education. This method used a mixed methods approach , utilizing a survey to assess lecturers’ attitudes toward digital technology and interviews to provide deeper insights into personal experiences and perceived barriers. Data were analyzed using thematic analysis to identify common themes and patterns related to resistance with faculty members from various disciplines across institutions. The innovation in this study lies in a holistic approach that integrates faculty perspectives and institutional policies. And professional development and training on modern learning theories and the application of digital technologies in education. The results of this study underscore the need for tailored support and training initiatives to improve skills and confidence in the use of digital technologies so as to address specific issues and barriers identified by faculty by integrating technology into teaching towards effectiveness and can improve student learning experiences in this increasingly digital era.