Publikasi Jurnal Universitas Islam 45
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    Comparative Study of Logistic Regression, Neural Network, and Deep Learning in Predicting Hypertension Risk

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    Hypertension is a major risk factor for cardiovascular diseases, and early detection is crucial for effective management. This study compares the predictive performance of three modeling techniques—Logistic Regression (LR), Neural Network (NN), and Deep Learning (DL)—in estimating the risk of hypertension. The dataset, obtained from Kaggle, consists of demographic and clinical variables with binary labels indicating the presence or absence of hypertension. Each model was trained and evaluated using RapidMiner, with performance assessed through accuracy and Root Mean Squared Error (RMSE). The results indicate that the Neural Network outperformed both Deep Learning and Logistic Regression, achieving the highest accuracy (99.88%) and the lowest RMSE (0.124). These findings suggest that shallow neural networks can provide reliable and efficient predictions for hypertension risk, sometimes even surpassing more complex deep learning architectures.

    Gender Negotiation in Pop Music: A Critical Discourse Analysis of Empowerment in “Power” by Little Mix ft. Stormzy

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    Pop music serves as a significant medium for gender representation, yet mainstream songs often reproduce patriarchal narratives that objectify women. This study examines how "Power" by Little Mix featuring Stormzy constructs female empowerment discourse within commercial pop culture. Employing Fairclough's three-dimensional critical discourse analysis, this qualitative research analyzes textual, discursive, and social practices. Data sources include official lyrics, the music video, behind-the-scenes materials, and a purposive sample of 50 most-liked TikTok videos using the song. Results reveal that "Power" negotiates gender meanings through: (1) appropriation of masculine metaphors ("machine," "engine") into female agency narratives, (2) strategic cross-gender collaboration that maintains female narrative control, (3) inclusive visual representation featuring mothers and drag queens, and (4) participatory digital remix culture that extends the song’s discourse. The study demonstrates how mainstream artists may disrupt patriarchal norms through symbolic strategies embedded within commercial systems. These findings contribute to understanding pop music as a site for gender renegotiation, particularly relevant for Indonesia where young audiences actively engage with global feminist messages. Future research should explore audience reception through digital ethnography and investigate how local music genres negotiate similar discursive tensions

    IMPLEMENTATION OF VARIATIONS IN LEARNING MODELS TO IMPROVE STUDENT LEARNING OUTCOMES

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    This study aims to encourage educators to apply varied learning models in Islamic Religious Education (PAI). The research was conducted at SMKN 1 Cikarang Barat. The research employed a qualitative method with a case study approach, collecting data through observation, interviews, and document analysis. The findings indicate that the use of diverse learning models has a positive impact on improving students' learning outcomes in PAI for grades X, XI, and XII. Educators successfully created a comfortable and motivating learning environment, making students more enthusiastic and less bored during lessons. Moreover, the use of varied teaching methods facilitated students’ understanding of the material. This is evidenced by the improvement in student grades, which surpassed the average during the semester evaluations. In conclusion, the implementation of varied learning models in PAI has proven effective in enhancing both student achievement and engagement. This research contributes significantly to the development of instructional strategies for Islamic Religious Education in vocational high schools

    ANALISIS RISIKO DAN PENDAPATAN USAHA TANI BROKOLI PADA KELOMPOK TANI UTAMA DESA CIHERANG KECAMATAN PACET KABUPATEN CIANJUR

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    Kelompok Tani Utama is a group of farmers who cultivate horticultural crops, one of which is broccoli, which is not free from uncertainty or risk. The purpose of this study is to find out (1) the level of risk experienced by broccoli farmers, (2) the level of income of one-harvest broccoli farmers, (3) the relationship between risk and income of broccoli farmers. This study uses a survey method and the analysis tools used are descriptive, quantitative and correlation analysis of Pearson Product Moment (PPM) with the help of SPSS 26.0 software. The results of this research show that the risk level of farming is classified as moderate, with the order of greatest risks being environment, materials, people, methods and management. The income from one harvest is IDR48.217.550,00 and the average is IDR1.607.251,67 and the Revenue cost ratio value is 1,43 > 1,00 with the level of farming income being classified as moderate. The relationship between risk and income is strong with a correlation coefficient value of 0,617, the direction of the relationship is positiv

    HUBUNGAN ANTARA KONTROL DIRI DENGAN IMPULSIVE BUYING PADA PENGGEMAR BOYBAND KOREA NCT

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    This study aims to determine the relationship between self control and impulsive buying of NCT Korean boy band fans. The method used in this study is a quantitative method using the Statistical Package For Social Science (SPSS) for Windows version 27.0. The subjects of this study were NCT Korean boy band fans who follow the @NCT__Indonesia account on X. The sampling technique in this study was by using non-probability sampling and using the purposive sampling method. The instrument used in this study uses as psychological scale that is likert scale. The number of sample in this study as many as 125 responden, with the characteristics is aged 18-25 years. The results of this study based on Pearson correlation analysis, a correlation score of -0.247 was obtained with a significance value of 0.005 (p <0.05). The results showed that there was a weak relationship between self-control and impulsive buying and there was a negative relationship between self-control and impulsive buying, which means (Ha) is accepted and (H0) is rejected. The results showed that, the higher the self-control, the lower the impulsive buying, and the lower the self-control, the higher the impulsive buying of NCT Korean boy band fans

    KEBERSYUKURAN DAN RELIGIUSITAS TERHADAP KESEJAHTERAAN SUBJEKTIF PADA KARYAWAN BAGIAN WELDING

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    Gratitude and religiosity significantly influence subjective well-being. Gratitude will increase focus on the positive aspects of life, reduce stress, and increase happiness, while religiosity will provide emotional support and meaning in life through religious practices. The  combination  of  the  two  strengthens mental  and emotional endurance, increases subjective well-being. This research aims to determine the influence of gratitude and religiosity on employees' subjective well- being. A quantitative approach was used in this research with 168 respondents, using purposive sampling. The Adaptation of Gratitude Questionnaire-6 (GQ– 6) scale, the Religiosity Scale, and subjective well being the Satisfaction With Life scale and the Positive Affect & Negative Affect Scale were used in data collection. Through the Pearson Product Moment Correlation analysis technique, it is known that there is a significant influence between gratitude and subjective well-being (r = 1,000, ρ = 0.000,  2-tailed),  there  is  a  significant influence between religiosity and subjective well-being (r = 0.773, ρ= 0.000, 2-tailed ) and through multiple regression analysis techniques, the results showed that gratitude and religiosity were able to contribute to subjective well-being (Sig. F = 0.000b, R Square 0.988. The reliability results for gratitude were 0.830, religiosity was 0.935 and subjective well-being was 0.935.)

    PENGARUH MAKNA POSITIF DAN KETERLIBATAN KOGNITIF TERHADAP KOMITMEN ORGANISASI PADA KARYAWAN BUTIK PUSPITA KEBAYA SALATIGA

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    This study aims to examine the influence of work meaningfulness and job involvement on organizational commitment among employees of Butik Puspita Kebaya Salatiga, both simultaneously and partially. A quantitative approach was employed using an explanatory survey method, involving the entire population of 36 employees through a saturated sampling technique. Data were collected using a Likert-scale questionnaire covering three main variables: organizational commitment, work meaningfulness, and job involvement. The results indicate that simultaneously, work meaningfulness and job involvement have a significant effect on organizational commitment, as evidenced by a significance  value  of  0.000  and  an  F-value  of 121.941, which exceeds the F-table value of 3.28. Partially, work meaningfulness has a significant effect on organizational commitment with a significance value of 0.001 and a t-value of 3.793, greater than the t-table value of 2.03452. Similarly, job involvement also significantly influences organizational commitment, with a significance value of 0.011 and a t-value of 2.703, exceeding the t-table threshold. The coefficient of determination (R Square) is 0.881, indicating that 88.1% of the variation  in  organizational  commitment  is explained by work meaningfulness and job involvement, while the remaining 11.9% is influenced by other factors not included in this stud

    KELEKATAN DAN CRITICAL THINGKING DENGAN INTENSITAS MENGAKSES PORNOGRAFI PADA DEWASA YANG SUDAH MENIKAH

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    Married adults have greater responsibilities than unmarried adults. They should be responsible for themselves, their partners, and their children, if any. This research is a quantitative research using a population of 240 respondents as a sample, the sample technique used is quota sampling, which is a technique to determine samples from populations that have certain characteristics to the desired number of Sugiyono (2016). And the Critical Thinking Questionnaire scale instrument created by Alexander, et al (2022) with a validity value of 0.94 and a reliability Alpha Cronbach value of 0.871. In the instrument, the adhesion uses a self- arranged scale by racing on Collin's theory (1996) with a validity value with a value range from 0,81 – 1,00 and an Alpha Cronbach reliability value of 0,821. Furthermore, the intensity of accessing pornography is arranged by itself in a race on Ajzen's theory (1991) with a validity value with a value range from 0.94 and an Alpha Cronbach reliability value of 0,837.The results of the research on the spearman rank test have a relationship between attachment and intensity of accessing pornography with a value of r = -259, p =0,000 (p< 0.05), then critical thinking with intensity of accessing pornography with a value of r = - 386, p = 0,000 (p< 0.05). This shows that the higher the attachment, the lower the intensity of accessing pornography and the higher  the  critical thinking,  the  lower  the  intensity  of accessing pornograph

    Between Meaning and Benefit: Existentialism and Pragmatism in Viewing Human Life

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    This article aims to analyze existentialism and pragmatism as two schools of philosophy that have been influential in providing views on the meaning and benefits of life for humans. Existentialism and pragmatism are taken as the focus because they offer different approaches to understanding life—existentialism emphasizes individual freedom in creating the meaning of life, while pragmatism places more emphasis on the practical usefulness of ideas and actions. The research method used is content analysis, which involves studying the works of major philosophers from both schools, such as Jean-Paul Sartre, Martin Heidegger, William James, and John Dewey. Data were obtained from various classical philosophical texts as well as articles and books that discuss the practical application of both philosophies in everyday life. The results of the study show that existentialism provides a deep understanding of freedom, responsibility, and the meaning of life that comes from within the individual, while pragmatism offers a view that is more oriented towards the real benefits of actions and ideas, by assessing values based on the practical results produced. This study concludes that although these two schools have different approaches, they complement each other in helping modern individuals find a balance between the search for deep meaning and the need for beneficial outcomes, thus providing a more holistic and relevant perspective in living human life in today's complex era.

    The Internalization of Myths in Enhancing Religiosity in Mahmud Village: A Cognitive Anthropology Approach

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    Religion is a historical and cultural phenomenon that reflects an undeniable absolute belief. Similarly, in terms of its dissemination, within the Sundanese region there is a figure named Raden Haji Abdul Manaf who established unique rules, prohibitions, and traditions in this village. These rules have since become inherited beliefs upheld by the people of Mahmud Village. Today, the community still observes these regulations as stories or circulating myths, yet they continue to be respected. As a formal teaching, religion plays a significant role in shaping religiosity in every ritual performed. Therefore, this study aims to examine how local myths in Mahmud Village are understood by the community and how they contribute to the enhancement of religiosity. The method used is a cognitive anthropology approach with a descriptive qualitative type. This approach explores how individuals organize cultural knowledge, interpret symbols, and associate collective meanings with the myths that develop within their social environment. Consequently, this study finds that the myths that have developed in Mahmud Village are identified not only as carriers of cultural messages but also as containing deep dimensions of religiosity. The people of Village Mahmud are able to internalize these myths as a means of enhancing religiosity by interpreting each myth through Islamic teachings. In fact, Mahmud Village currently provides religious education to children from an early age and continues to preserve the tradition of visiting ancestral graves.

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    Publikasi Jurnal Universitas Islam 45
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