Feature Selection Analysis for Diagnosing Narcissistic Personality Disorder (NPD) Using Principal Component Analysis and the Naïve Bayes Model

The mental health illness known as narcissistic personality disorder (NPD) affects a person's capacity to preserve harmonious social interactions. Early diagnosis plays a crucial role in providing timely intervention and treatment. This study examines the effectiveness of Principal Component Analysis (PCA) for feature selection in diagnosing NPD using the Naïve Bayes algorithm. The dataset utilized in this research was sourced from Open Psychometrics via Kaggle, followed by preprocessing, including data cleaning and dimensionality reduction through PCA. This study compares the performance of three Naïve Bayes models, Gaussian, Bernoulli, and Multinomial, to identify the most suitable classification approach. The findings reveal that Gaussian Naïve Bayes, when integrated with PCA, achieves the highest accuracy (91%), surpassing Bernoulli Naïve Bayes (80%) and Multinomial Naïve Bayes (69%). Implementing PCA significantly enhances computational efficiency and improves classification performance by eliminating irrelevant features and reducing data dimensionality. These results suggest combining PCA with Gaussian Naïve Bayes is a promising strategy for automating NPD diagnosis. Additionally, this study highlights the potential of machine learning in mental health evaluation and establishes the framework for further studies on hybrid models or other methods to improve prediction accuracy

The Polemics of the Old and the Young Minangkabau Youth About the Prophet's Household in the Book of Al Bashair (Text Editing and Content Analysis)

The polemics of the debate between the old and the young in the 19th century in Minangkabau no longer dwell on issues of worship and Sufism, taken for granted . But it has shifted to the realm of muamalah or precisely fiqh munakahat, namely: about the household of the Prophet Muhammad, this is found in the book of al bashair by abdul karim amrullah. this article aims to describe more deeply about the book of al bashair in the editing of the text of the content analysis fund and how the polemics about the household of the apostleullah in the book of al bashair. The research method uses qualitative methods with the type of library research with data collection methods of document study, inventory, codicology and interviews and the primary data source is the manuscript of kitab al bashair and descriptive data analysis techniques The results in this study are in general there are 3, namely the lack of religious knowledge of the local community, differences in religious understanding in Minangkabau and the condition of the local community at that time (between the old and the young in Minangkabau) in the book of pelita. polemics in kitab al bashair are caused by the influence of political factors, and sociocultural between you old and young

MANAGEMENT OF GLOBAL DIVERSITY CHARACTER BUILDING PROGRAMS THROUGH P5PPRA AT MAN BINJAI CITY

This research aims to explore the planning, implementation, and the supporting and inhibiting factors in the development of global diversity character through the Strengthening Project of Pancasila Student Profiles and Rahmatan lil Alamin Student Profiles (P5PPRA) at MAN Kota Binjai. The background of this study is the growing concern over intolerance and the weakening of national values among the younger generation due to the influence of social media. Using a qualitative ethnographic approach, data were collected through interviews, observations, and documentation, involving school principals, teachers, and students as informants. The results indicate that the P5PPRA project has been systematically planned and contextually implemented to foster tolerance, empathy, and appreciation for diversity among students. Although challenges such as limited facilities and variations in teacher understanding persist, strong institutional support contributes to the program’s success. This project has the potential to serve as a replicable model for character education in other Islamic schools

Peran dan Tantangan Perempuan Sebagai Kepala Keluarga

Peranan istri sebagai ibu rumah tangga berarti kegiatannya berada diranah domestik sedangkan suami sebagai penari nafkah berada diranah public. Dalam KHI pasal 79 ayat 1 disebutkan suami adalah kepala keluarga sedangkan istri adalah ibu rumah tangga. Pada kenyatannya banyak istri yang bekerja diluar rumah sedangkan ini juga sebagai ibu rumah tangga maka dia berperan ganda. Dengan demikan perempuan menjalani sebagai kepala keluarga memiliki beran dan tanggung jawab yang lebih besar begitu juga tatangan yang banyak akan dilaluinya. Penelitian ini menggunakan penelitian deskriptif, dengan pendekatan femenologi. Sumber data yang digunakan adalah dari buku-buku, artikel ilmiah dan sumber bacaan lainnya yang membahas terkait permasalahan yang penulis angka

MANAJEMEN SEKSI PENDIDIKAN MADRASAH KEMENTERIAN AGAMA KOTA PALANGKA RAYA DALAM PENGUATAN KOMPETENSI KEPRIBADIAN GURU MADRASAH

Education is a key factor in improving human resources (HR) quality to face global challenges. In the context of Islamic education, madrasahs play a strategic role in shaping students with strong character and competencies. Teacher competency, particularly personality competence, is crucial in ensuring effective learning. This study aims to analyze the management of the Madrasah Education Section of the Ministry of Religious Affairs in Palangka Raya City in strengthening the personality competence of madrasah teachers. Using a qualitative descriptive approach, data were collected through observation, interviews, and documentation. The findings indicate that the Madrasah Education Section applies management based on POAC (Planning, Organizing, Actuating, and Controlling) through various programs, such as training in collaboration with the Banjarmasin Training Institute, In-House Training (IHT), and the utilization of the PINTAR application for online learning. However, several challenges persist in program implementation, including limited resources, unequal access to technology, and varying levels of teacher comprehension. Therefore, more effective strategies are needed to optimize and sustain the enhancement of teachers' personality competencies, ultimately contributing to the quality of education in madrasahs

Keluarga Sadar Gizi dalam Perspektif Islam: Literature Review

This study aims to find out the research topic of the Nutrition Conscious Family Movement. Meanwhile, as a context, the nutritional status of severe wasting was 2.1%, wasting was 6.3%, and obesity was 4.2%. The 2023 nutritional status survey shows that 2.9% are very underweight and 10.4% are underweight. The prevalence of severe stunting is 5.4%, and stunting is 12.9%. Using the literature review method on Google Scholar for the 2015-2024 period, using 3 keywords, namely family, awareness, and nutrition, 100 articles were obtained. Literature search and analysis were conducted using the Publish or Perish and VOSviewer applications and 100 articles were categorized into 4 groups of research topics: Nutritional status 49.0%, behavior 21.0%, counseling 23.0%, and educational media 7.0%. Children with wasting also have a higher risk of developing non-communicable diseases, such as diabetes and heart disease, as adults. the degree of one's health. Behavioral factors of 30% determine the degree of health. There is an influence of health promotion through educational video media on balanced nutrition knowledge in families. Posters are one of the media that is effective in increasing the awareness of nutrition. It is necessary to make efforts in various forms of socialization to implement the nutrition-conscious family movement

Implikasi Pola Asuh Anak dalam Keluarga Mualaf Terhadap Praktek Ibadah di Yayasan Mualaf Center

artikel ini bertujuan untuk 1) mengetahui pola asuh apa saja yang diterapkan dalam keluarga mualaf dalam pembinaan praktek ibadah pada anak di Yayasan Mualaf Center Kota Subulussalam. 2) apa saja kendala keluarga mualaf dalam pembinaan praktek ibadah anak di Yayasan Mualaf Center Kota Subulussalam Penelitian ini menggunakan field research dengan pendekatan kualitatif instrument yang digunakan wawancara dan dokumentasiMuallaf Yayasan Mualaf Center Kota Subulussalam sudah melakukan kajian rutin dalam membentengi Aqidah dan memperdalam ilmu agama berjalan setiap dua kali seminggu, dimana pada proses ini orang tua sudah semampu mungkin mengajari anak untuk memberikan pemahaman agama, ada sebagian mengajari anak sendiri dan ada sebagian memberikan kepada guru mengaji/ustadpola asuh keluarga mualaf dalam meningkatkan pemahaman terhadap nilai-nilai ibadah di Yayasan Mualaf Center Kota Subulussalam dalam keluarga muallaf tersebut berbeda-beda ada yang berhasil dan ada juga sebagian belum berhasil. Kendala yang keluarga muallaf yaitu kurangnya pengetahuan tentang ajaran agama islam sehingga sulit itu menerapkan pola asuh anak untuk memahami nilai-nilai ibadah menurut ajaran agama Islam

PERAN MEDIA PEMBELAJARAN INTERAKTIF DALAM MENGEMBANGKAN KETERAMPILAN ABAD 21 PADA SISWA KELAS TINGGI

Abstract: Twenty-first century skills—critical thinking, creativity, communication, and collaboration—are essential for elementary students to navigate global challenges. This article examines how interactive learning media can support the development of these skills among upper-grade elementary students. Employing a literature review approach, the study analyzes findings from peer-reviewed journals, academic books, and previous research. Results indicate that integrating interactive media, particularly those utilizing information and communication technology (ICT), enhances student engagement and encourages meaningful, collaborative learning. Such media foster both cognitive and socio-emotional development by promoting active participation and real-world contextualization. Overall, interactive learning media play a vital role in creating adaptive and student-centered educational environments that align with 21st-century learning demands.“

THE TRAJECTORIES OF HADITH STUDIES IN INDONESIA (2014-2024)

Abstract: This study examines the development of Hadith studies in Indonesia during the period 2014–2024 by analyzing doctoral dissertations from three prominent institutions: UIN Syarif Hidayatullah Jakarta, UIN Sumatera Utara, and UIN Alauddin Makassar. Historically, these universities have been among the earliest providers of doctoral programs in Islamic studies and have played a significant role in shaping the production of Islamic knowledge in Indonesia. The research aims to map the typologies of Hadith studies, the issues addressed, and the methodologies employed. Data were collected through higher education repositories, from which relevant dissertations were identified, cataloged, and analyzed. The findings reveal that, within the studied period, there were 78 dissertations covering diverse topics. The typology shows that 37 dissertations (47.43%) focused on character-based studies, followed by 23 (29.48%) thematic Hadith studies, 10 (12.82%) studies on ‘Ulūm al-Hadīth, and 8 (10.26%) studies on the application of Hadith in everyday life. This distribution reflects the methodological development within the field, although the discourse remains dominated by intellectual-historical approaches and thematic Hadith studies.Keywords: Islamic knowledge, hadith studies, dissertations, State Islamic Universitie

WOMEN AND CAREER IN THE QUR’AN: A COMPARATIVE STUDY OF INTERPRETATIONS BY FEMALE MUFASSIRUN (BADRIYAH FAYUMI, NAILAH HASYIM SABRI, AND AISYAH ABDURRAHMAN)

The concept of career women in the perspective of the Qur'an has become increasingly relevant in response to social dynamics and the challenges of modernity, where women are playing a more active role in the public sphere. The study of interpretations by female mufassirun, such as Badriyah Fayumi, Nailah Hasyim Sabri, and Aisyah Abdurrahman (Bintu Syathi’), is essential to understand how the Qur'an can be interpreted in a contemporary context, particularly regarding women's rights and responsibilities. The presence of female mufassirun offers a distinctive perspective that is often overlooked in the male-dominated tafsir tradition. Badriyah Fayumi focuses on a contextual understanding of the Qur’anic verses related to women, while Nailah Hasyim Sabri proposes a more inclusive approach. Aisyah Abdurrahman emphasizes that women possess intellectual capacity and actively contribute to public life, as reflected in her struggle for access to education and academic positions. This research demonstrates that female mufassirun provide space for women to actively engage in careers. The Qur'an acknowledges women’s involvement in various productive activities, as long as they adhere to the principles of Shari'ah. The interpretations developed by female mufassirun emphasize gender equality, justice, and women’s rights to contribute to social and economic life. The feminist approach advocated by Badriyah Fayumi reconstructs the patriarchal classical tafsir by highlighting values of equality, justice, and consultation in gender relations