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Ignasius Alvedo Hasan; Agustinus Risno; Jilbertus Fernando Samo Langoarang; Yohanes De Ngedu; Adrianus Banao +1 more

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

A crucial issue currently facing the Church is its stance on building good and harmonious relationships with all other belief systems within its own community. Although dogmatically the Church explicitly expresses its openness to all religious practices and piety lived out by the faithful according to their traditional beliefs, the Church remains cautious so that in building relationships through dialogue, the traditions of the Church are not lost. This paper aims to highlight the relationship between the Catholic faith and the traditional belief system of the Manggarai people in light of the dogmatic constitution Nostra Aetate. Nostra Aetate is one of the key documents resulting from the Second Vatican Council that addresses the current reality of religious diversity. Through this document, the Church seeks to declare its commitment to reflecting on the fact that all humanity shares a single origin and a single ultimate goal: God Himself. The beliefs or religious system of the Manggarai people is implicitly monotheistic, namely Mori Jari dedek Ema pu’un kuasa. On this basis, the Church sees that the same concept exists in Catholic doctrine. In this study, the author uses qualitative research with a text analysis approach. Text analysis is a methodology in qualitative research that aims to interpret and analyze texts based on their context.

Cindy Nova Riyanti; Muhamad Tamamul Iman

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

This study explores how Generation Z in Indonesia produces and spreads narratives of micro-interfaith harmony through the TikTok platform. Amid growing social polarization in digital spaces, casual and personal tolerance content created by Gen Z offers a new approach to building social cohesion. Using a qualitative netnography method, this research observes 20 viral videos with over 10,000 views during the 2024-2025 Ramadan period, including the War Takjil trend and the #LoginLintasIman campaign, as forms of affective digital citizenship. The findings reveal that TikTok’s algorithmic logic, driven by emotional engagement, allows grassroots narratives of tolerance to reach broad audiences organically. Within this ecosystem, values of pluralism and solidarity are not shaped by formal institutions but emerge from the participatory dynamics and digital habitus of Gen Z. This study concludes that a new form of digital interfaith citizenship is emerging, termed algorithmic harmony, where tolerance is fostered through affective interactions, viral distribution, and the everyday media practices of youth. The findings provide new insights for media studies, diversity education, and digital tolerance discourse.

Nelciyani Padudung

Coram Mundo : Jurnal Teologi dan Pendidikan Agama Kristen 2026 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

This research aims to examine how the functions of Christian counseling (preventive, curative, developmental, and pastoral) can be integrated into the practice of Christian Religious Education as an effective strategy to support adolescents’ faith development. The background of this study arises from the fact that adolescents experience a crisis of faith that is not only related to theological aspects but also affects their psychological and emotional well-being. On the other hand, christian religious education practices in schools often remain focused on the transfer of doctrinal knowledge without being balanced by adequate personal guidance. This study applies a qualitative method through literature review and conceptual analysis of christian counseling theory, theories of adolescent faith development, and pedagogical practices in christian religious education. The findings indicate that integrating Christian counseling functions into the design of christian religious education learning can create a dialogical, reflective, and pastoral classroom atmosphere, providing opportunities for adolescents to develop spiritual discernment, self-awareness, and the ability to make responsible moral decisions. This article discusses the relevance of counseling to adolescents’ spiritual development, the characteristics of their faith development, the challenges of implementing counseling in Christian educational institutions, and the design of learning based on dialogue, reflection, and mentoring. In this way, the integration of christian counseling in christian religious education is considered a holistic approach that enriches the meaning of faith education and supports adolescents’ faith growth in a contextual, profound, and sustainable manner.

Agnes Yuskila Elisabet Nenohai; Yublina Kasse

Coram Mundo : Jurnal Teologi dan Pendidikan Agama Kristen 2026 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

This article discusses the dynamics of Christian students’ spirituality in the digital era, characterized by the currents of globalization, information overload, and a culture of virtual communication that influence patterns of thinking, lifestyles, and character formation. The novelty of this study lies in its analysis of the direct relationship between the digital-global context and the process of students’ faith formation through an integrative theological–pedagogical perspective. This research aims to analyze the implications of digital globalization for the spirituality of Christian students and to formulate directions for faith formation that are relevant to the contemporary context. The method employed is a qualitative approach using a library research design through conceptual, theological, and pedagogical analysis of various relevant scholarly sources. The findings indicate that the digital era presents both opportunities and challenges for faith development, in which students experience a dynamic tension between the strengthening of spiritual insight and the potential value crisis resulting from exposure to global ideologies. In conclusion, contextual, reflective, and selective strategies of faith formation are required to ensure that the spirituality of Christian students remains firm, critical, and relevant amid the currents of digital globalization.

Domisianus Edison Wege; Aprianus Ledrik Moimau

Coram Mundo : Jurnal Teologi dan Pendidikan Agama Kristen 2026 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

This article theologically analyzes the role of the Holy Spirit in the lives of believers through a study of the doctrine of pneumatology, traced from the testimony of Scripture to its impact on the practice of Christian faith. The purpose of this study is to explain how the work of the Holy Spirit is understood not merely as a theological concept, but also as a spiritual reality that shapes the identity, character, and dynamics of believers’ service. The method employed is qualitative research with a library research approach, involving the analysis of relevant theological and biblical sources to construct a conceptual framework concerning the work of the Holy Spirit in guidance, conviction, the sealing of salvation, spiritual transformation, and empowerment in ministry. This research is necessary because there remains a limited understanding of pneumatology that tends to be doctrinal and disconnected from concrete faith experiences. The findings of this study indicate that the presence of the Holy Spirit plays a vital role in leading believers into truth, forming Christian character, strengthening their identity as children of God, and empowering them to serve effectively within the community. Therefore, pneumatology holds significant practical relevance in fostering a dynamic, reflective, and transformative life of faith in the contemporary Christian context.

Evalusiana Evalusiana; Chyntia wongso; Andinna Salsabela

TAWAZUN: Journal of Islamic Finance and Digital Innovation 2026 Asosiasi Program Doktor Ekonomi Syariah Indonesia

Artikel ini membahas pentingnya integrasi iman dan ilmu dalam kurikulum pendidikan Kristen di era digital. Dengan pesatnya perkembangan teknologi informasi dan komunikasi, pendidikan Kristen menghadapi tantangan dalam menjaga keseimbangan antara pengajaran nilai-nilai iman dan penerapan ilmu pengetahuan yang relevan dengan kebutuhan zaman. Dalam konteks ini, artikel ini mengeksplorasi berbagai pendekatan untuk mengintegrasikan kedua aspek tersebut, serta tantangan dan peluang yang muncul dalam implementasinya. Pembahasan juga meliputi bagaimana teknologi digital dapat menjadi alat yang efektif dalam mendukung pembelajaran berbasis iman tanpa mengorbankan kualitas akademik. Diharapkan artikel ini dapat memberikan wawasan bagi pendidik, orang tua, dan pengambil kebijakan dalam merancang kurikulum pendidikan Kristen yang responsif terhadap dinamika zaman dan tetap setia pada ajaran Kristiani.

Timotius Ferry Setiawan; Petra Kania Patrecia Putri; Intan Anissa Fitri

TAWAZUN: Journal of Islamic Finance and Digital Innovation 2026 Asosiasi Program Doktor Ekonomi Syariah Indonesia

Artikel ini mengkaji konsep teologi pembelajaran dari perspektif Alkitabiah dalam upaya mengembangkan metode pengajaran yang relevan dan efektif di sekolah Kristen. Melalui penelaahan teks-teks Alkitab, artikel ini menyelidiki prinsip-prinsip dasar yang dapat diterapkan dalam pendidikan Kristen untuk menciptakan lingkungan belajar yang tidak hanya mendidik secara akademis, tetapi juga membentuk karakter siswa sesuai dengan nilai-nilai Kristiani. Pendekatan ini diharapkan dapat membantu pendidik dalam merancang strategi pengajaran yang sejalan dengan ajaran iman dan membangun hubungan yang lebih erat antara pengajaran dan spiritualitas. Selain itu, artikel ini juga menyarankan berbagai model dan metode yang dapat digunakan dalam konteks sekolah Kristen untuk memaksimalkan pengalaman pembelajaran secara holistik.

Ferilia Laia

Coram Mundo : Jurnal Teologi dan Pendidikan Agama Kristen 2026 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

This article examines the use of cooperative learning strategies in Christian Religious Education (CRE) as an instructional approach that emphasizes the strengthening of students’ faith and Christian character. The discussion covers the definition, objectives, conceptual foundations, principles, and operational procedures of cooperative learning, which are then connected to the theological goals of CRE. The study employs a qualitative approach using a library research method, analyzing pedagogical and theological literature to construct a conceptual framework for implementing cooperative learning within the context of CRE. The findings indicate that cooperative learning strategies are highly aligned with the essence of CRE, as they foster dialogical interaction, shared responsibility, empathy, and the internalization of Gospel values through collaborative learning processes. The effective implementation of this strategy can create a participatory, reflective, and formative learning community that enhances not only cognitive understanding but also students’ attitudes, spirituality, and Christian character. This research is significant in providing both theoretical and practical foundations for CRE educators in designing learning experiences that are relevant, relational, and transformative in accordance with the goals of faith formation.

Muhammad Miftah Fathurrohman; Isop Syafei

Perspektif: Jurnal Pendidikan dan Ilmu Bahasa 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to analyze the forms of tasybīh ḍimnī in Dīwān al-Imām al-Syāfi‘ī by Imam al-Shafi‘i, identify its elements (musyabbah, musyabbah bih, and wajh al-syabah), and examine the Islamic educational values contained within it. This research employs a descriptive qualitative approach using the content analysis method. The data consist of poetic verses containing tasybīh ḍimnī, focusing on 10 representative stanzas selected from 279 poems. The results show that tasybīh ḍimnī is an implicit form of simile that does not explicitly employ comparative particles, but is instead understood through contextual meaning relations. From the perspective of balaghah, this form is characterized by its implicit and argumentative nature, as well as its ability to construct meaning through logical analogy. The elements of tasybīh can still be identified through meaning reconstruction, even though they are not directly stated. Furthermore, the study reveals Islamic educational values encompassing the dimensions of īmān, islām, and ihsān. The value of īmān is reflected in dependence upon Allah, the value of islām in social life practices, and the value of ihsān in the cultivation of moral virtues such as patience and qanā‘ah (contentment). Thus, tasybīh ḍimnī functions not only as an aesthetic element, but also as an integrative educational medium.

Petriana Dae Lelangwayan; Intansakti Pius X

Nubuat : Jurnal Pendidikan Agama Kristen dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The development of digital technology has brought about significant changes in various aspects of life, including early childhood faith education. Today’s children are growing up in an environment familiar with digital media, making it necessary to adopt a catechetical approach that keeps pace with the times. This article aims to examine the use of digital catechesis as a tool for early childhood faith education. This study employs a qualitative method with a literature review approach, gathering data from books, scientific journals, research articles, Church documents, and other relevant sources. The data is analyzed using descriptive-qualitative methods to understand the benefits, challenges, and role of digital catechesis in fostering children’s faith. Research findings indicate that digital catechesis can serve as an effective, engaging, and interactive medium for helping children learn about the teachings of the faith from an early age. The use of animated videos, religious songs, educational images, and learning apps can enhance children’s interest in learning, attention, and understanding of Catholic faith values. Furthermore, digital catechesis also assists the Church, families, and schools in providing faith education that is more contextual and aligned with the world of today’s children. However, the use of digital media still requires the guidance of parents, teachers, and faith mentors so that children receive proper direction and are protected from the negative impacts of technology. Thus, digital catechesis is a relevant tool in the faith education of young children when used wisely and purposefully. The presence of digital media does not replace the role of faith educators but serves as a tool that enriches the process of proclaiming the faith in the modern era.

Maximilian Edward Tjang; Timothy Arthur Harrison; Evan William Woo; Yanto Sandy Tjang; Maria Francisca Widyastuti Estiningtyas +1 more

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

The study aims to analyze the role of digital media as a distracting factor affecting the faith loyalty of Catholic adolescents in their relationship with God amid religious pluralism in Indonesia. The development of digital media has transformed how adolescents understand, express, and live out their faith, while simultaneously presenting both opportunities and ambivalent challenges. This research employs a qualitative approach using a library research method, analyzing various theological, sociological sources, and Church documents. The findings indicate that digital media can serve as a broad and participatory space for expressing faith, but it also has the potential to create distractions in three main dimensions: cognitive, affective, and practical. Cognitively, adolescents experience confusion in understanding faith teachings due to the diversity of information available. Affectively, there is a shift in orientation from a relationship with God toward the pursuit of emotional gratification in digital spaces. Practically, there is a decline in engagement in concrete religious practices. Within the context of religious pluralism, this complexity intensifies and influences the formation of adolescents’ faith identity. This study also finds that digital media does not only have negative impacts but also holds positive potential as a means of deepening faith when used critically and reflectively. Therefore, the role of the Church is essential through contextual, dialogical, and integrative pastoral accompaniment combined with critical digital literacy. Through this approach, adolescents are expected to integrate their digital experiences into a more mature, authentic faith life rooted in a deeper relationship with God.

Inigo Sang Arya Nagarjuna; Yanto Sandy Tjang; Paula Leony Putri Terigas; Joyce Anggraeni; Rosalia Enny Astuti +3 more

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

The rapid development of digital technology has significantly transformed the ways in which faith is experienced, particularly in the lives of adolescents. From the perspectives of digital religion and mediatization of religion, digital space is no longer merely a medium, but has become a cultural arena that actively shapes religious practices and meanings. The study aims to analyze these dynamics, especially within the context of Generation Alpha, by examining the opportunities and challenges that emerge in the lived experience of faith in the digital age. The findings indicate that digital environments offer creative, participatory, and contextual opportunities for evangelization, enabling young people to engage actively in constructing their religious experiences. However, this dynamic is inherently ambivalent, as it also risks reducing the meaning of faith to symbolic, instant, and less sacramentally grounded experiences, detached from the communal life of the Church. Furthermore, the formation of religious identity in digital spaces tends to be fluid and performative, potentially leading to superficial relationships and fragmented identities. Therefore, technologically mediated religious experience should be understood as a bridge, rather than a substitute, for authentic faith encounters. The Church is thus called to adopt adaptive and reflective pastoral approaches, positioning media as a means of fostering communio without obscuring the essence of faith. An integrative approach through the synergy of Church, family, and educational institutions is essential to balance digital literacy and spiritual depth, ensuring that adolescent faith continues to grow reflectively and remains rooted in real-life experience.

Lidia Selfitri; Eva Inriani; Prasetiawati Prasetiawati

Pengharapan : Jurnal Pendidikan dan Pemuridan Kristen dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The Tandak Timang tradition in Batu Badinding Village, Central Katingan District, plays an important role in fostering the faith of children aged 1-5 years, which is carried out by parents. From an early age, children are introduced to faith values through Tandak Timang verses that contain advice, prayers, and praise to God. This study aims to (1) describe the role of parents in fostering the faith of children aged 1-5 years through the Tandak Timang tradition in Batu Badinding Village, Central Katingan District; and (2) describe the values implemented by parents for children aged 1-5 years in Batu Badinding Village, Central Katingan District. The research used a qualitative descriptive method with data collection techniques including observation, interviews, and documentation.The results show that Tandak Timang plays a significant role in shaping children's spiritual foundation. Parents' roles are manifested through daily practices, such as singing, storytelling, and rocking children while chanting verses in the Dayak Ngaju language. This practice not only builds strong emotional bonds but also serves as an effective medium for instilling noble values. These values include cultural values, moral and ethical values, ancestral values, and spiritual values that teach children about the importance of prayer and hope in God.The conclusion of this study is that parents act not only as cultural inheritors but also as educators, role models, and facilitators. They utilize intimate moments when putting children to sleep—through singing, storytelling, and rocking—to instill faith values. The strong physical and emotional interaction builds a solid bond, making it easier for children to accept and internalize a deep understanding of the teachings conveyed. The Tandak Timang tradition is rich in noble values that serve as the foundation for faith formation. These values include cultural values, moral and ethical values, ancestral values, and spiritual values. The suggestions put forward are that parents should further understand the meaning of Tandak Timang for fostering children's faith from an early age, and pass on and preserve the character of children through this Central Kalimantan Dayak culture. For subsequent researchers conducting similar studies, it is recommended to develop the research objectives and focus more specifically on the research topics.

Sri Yulianty Mozin; Alfiyah Agussalim; Claudia Imanuela Mogot; Nabila Lidjali; Ilyas Tuli +3 more

Jurnal Relasi Publik 2026 International Forum of Researchers and Lecturers

This study aims to analyze the influence of red tape on public satisfaction with public services in Indonesia. The research focuses on the definition of red tape, the characteristics of administrative procedures in public services, the level of public satisfaction, the influence of red tape on public satisfaction, and the factors influencing the relationship between red tape and public satisfaction. This study used a library research method with a qualitative descriptive approach. Data were obtained through collecting various literature sources such as books, scientific journals, articles, and previous research results relevant to the research topic. The results indicate that red tape is a long, complicated, and excessive bureaucratic procedure that hinders the effectiveness of public services. Furthermore, the results indicate that the quality of human resources, service transparency, bureaucratic culture, and the use of information technology are factors influencing the relationship between red tape and public satisfaction. Digitalization of public services and bureaucratic reform are important solutions to reduce red tape and improve the quality of public services in Indonesia. Thus, it can be concluded that red tape has a significant influence on the level of public satisfaction with public services. Therefore, the government needs to simplify administrative procedures and improve service quality to create effective, efficient, and community-oriented public services.

Senda, Siprianus Soleman; Undad, Rikardus; Ergon, Isfilus; Sipho Sewa Uma, Pietro Yustiniano; Kuki, Irene Sunirma +3 more

Sepakat : Jurnal Pastoral Kateketik 2026 Sekolah Tinggi Pastoral Tahasak Danum Pambelum Keuskupan Palangkaraya

Artikel ini bertolak dari kenyataan bahwa banyak umat telah mendengar sabda Allah dalam Liturgi dan pengajaran Gereja, namun belum sepenuhnya menghidupinya dalam kehidupan sehari-hari. Situasi ini menegaskan pentingnya katekese sebagai proses pembinaan iman yang berkelanjutan, yang tidak hanya menekankan aspek pengetahuan, tetapi juga penghayatan dan perwujutan iman dalam tindakan nyata. Tulisan ini bertujuan merefleksikan katekese sebagai jalan pembinaan iman umat yang menuntun dari sabda menuju kehidupan. Fokus kajian artikel ini adalah peran katekese dalam membantu umat dewasa mengintegrasikan sabda Allah kedalam realitas hidup sehari-hari, baik dalam keluarga, pekerjaan, maupun kehidupan sosial. Metode yang digunakan adalah refleksi teologis pastoral dengan pendekatan kualitatif melalui studi literatur gereja dan pengalaman hidup umat. Pendekatan ini menekankan ketertarikan antara pewartaan sabda, pendampingan iman, serta partisiasi aktif umat dalam proses pembinaan. Hasil refleksi menunjukkan bahwa katekese yang kontekstual, dialogis, dan berpusat pada sabda Allah, mampu menumbuhkan iman yang lebih dewasa, sadar, dan tanggung jawab. Melalui katekese, umat tidak hanya memahami ajran iman secara intelektual, tetapi juga didorong untuk menghidupinya dalam sikap kasih, pelayanan, dan kesaksian di tengah masyarakat. Pembinaan iman yang berkelanjutan menjadi sarana penting untuk membentuk umat yang tangguh dalam menghadapi tantangan zaman dan tetap berakar pada nilai-nilai injil. Dengan demikian, katekese sebagai jalan pembinaan iman memiliki peran strategis dalam menjembatani sabda Allah dengan kehidupan konkrit umat. Pembaharuan metode dan pendekatan katekese yang relevan dengan konteks umat masa kini sangat diperlukan agar proses dari sabda menuju kehidupan dapat berlangsung secara nyata, mendalam, dan berkelanjutan dalam kehidupan Gereja. Kata kunci: katekese, sabda Allah, pembinaan iman, umat dewasa, kehidupan kristen

Teovilu Ondo; Yohanes Brekman Bedo Rado; Tarsisius Jeharus

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

This study examines the contribution of Anselmus dari Canterbury in addressing the tendency of anti-intellectualism in certain theological practices that separate faith from reason. The background of this research lies in the growing assumption that faith does not require philosophical reflection, which often leads to subjective and uncritical interpretations of sacred texts. The objective of this study is to analyze Anselm’s concept of fides quaerens intellectum as a framework for integrating faith and reason. This research employs a qualitative method with a philosophical and hermeneutical approach, focusing on textual analysis of Anselm’s works and relevant scholarly literature. The findings show that Anselm does not oppose faith and reason but emphasizes that faith naturally seeks understanding. This integration prevents arbitrary interpretations and strengthens the rational foundation of belief. The study implies that Anselm’s thought remains relevant for contemporary theological discourse, especially in promoting a balanced and critical understanding of faith in modern religious contexts.

Lay, Sergius; Waruwu, Clara Cici Ceriawati; Sihite, Dominkus Wardoyo; Baeha, Widia; Waruwu, Elvin Paska Juang +2 more

Sepakat : Jurnal Pastoral Kateketik 2026 Sekolah Tinggi Pastoral Tahasak Danum Pambelum Keuskupan Palangkaraya

Penelitian ini mengkaji makna kematian dan kehidupan kekal dalam iman Katolik berdasarkan perspektif teologi eskatologi dan Kristologi sesuai dengan ajaran dogma Gereja Katolik. Tujuan penelitian adalah menjelaskan pemahaman kematian menurut ajaran resmi Gereja Katolik, sebagaimana tertuang dalam Katekismus Gereja Katolik, dokumen Konsili Vatikan II, dan ensiklik kepausan, serta relevansinya bagi kehidupan pastoral umat pada masa kini. Metode yang digunakan adalah kajian pustaka yang bersifat teologis-normatif dengan sumber utama Kitab Suci, dokumen Magisterium, dan literatur teologi yang relevan. Hasil penelitian menunjukkan bahwa dalam iman Katolik, kematian dipahami sebagai peralihan menuju kehidupan kekal bersama Allah, bukan akhir dari eksistensi manusia. Wafat dan kebangkitan Yesus Kristus menjadi fondasi dogmatis harapan keselamatan umat beriman. Ajaran tentang pengadilan khusus, api penyucian, surga, dan neraka merupakan bagian integral dari iman Katolik yang memiliki implikasi pastoral yang kuat: memberikan penguatan iman, harapan, dan penghiburan bagi umat dalam menghadapi penderitaan dan kematian. Simpulan penelitian menegaskan bahwa pemahaman teologis yang benar tentang kematian dan kehidupan kekal perlu terus diwartakan agar umat mampu menghayati hidup dalam iman, harapan, dan kasih.

Wicaksono, Daniel Nomolas; Setiadi, De Rosal Ignatius Moses; Susanto, Ajib; Harkespan, Imanuel; Mohamed, Mohamad Afendee +1 more

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

Recent Internet of Things (IoT) intrusion detection studies have reported near-perfect benchmark performance for Distributed Denial of Service (DDoS) detection, yet limited attention has been given to understanding how different traffic representations contribute to the detection process under highly imbalanced traffic conditions. This study presents an ablation-driven analysis to investigate the contribution of statistical and temporal representations for large-scale IoT DDoS detection using the CICIoT2023 dataset. Three experimental scenarios are evaluated, including statistical representation, temporal sequence representation, and hybrid statistical–temporal representation. Temporal representations are learned using a one-dimensional Convolutional Neural Network (1D-CNN) with lag-based traffic sequences, while ensemble tree-based classifiers are employed for final classification and representation analysis. In addition, multiple ablation configurations are designed to evaluate the impact of temporal dependency modeling and feature engineering strategies on detection performance. Experimental results show that statistical traffic representations remain highly effective for DDoS detection on CICIoT2023, achieving 99.36% accuracy and 99.31% weighted F1-score in the statistical representation scenario. Feature importance analysis further indicates that engineered statistical features contribute substantially more to the classification process than CNN-based temporal representations. Although temporal modeling captures sequential traffic behavior, its contribution is relatively limited and mainly acts as a complementary representation. Furthermore, the hybrid configuration produces only marginal improvements over the statistical representation alone. These findings highlight the importance of representation-level analysis for understanding the actual contribution of statistical and temporal modeling in modern IoT intrusion detection systems beyond relying solely on benchmark accuracy.

Kamila KH Djiha; Nuristha Febrianti; Adillah Imansri

Antigen : Jurnal Kesehatan Masyarakat dan Ilmu Gizi 2026 LPPM STIKES KESETIAKAWANAN SOSIAL INDONESIA

Meeting the nutritional needs of pregnant women requires innovative strategies through the provision of healthy snacks with balanced nutritional value. Donuts are popular snack foods; however, they are generally made from wheat flour and have limited nutritional content. This study aimed to analyze the nutritional content and acceptability of donuts enriched with red bean flour and Banggai yam flour as a healthy snack for pregnant women. This experimental study employed a Completely Randomized Design (CRD) consisting of three formulations: F1 (35% red bean flour : 15% Banggai yam flour), F2 (40% : 10%), and F3 (45% : 5%), with two replications. Nutritional analysis included protein using the Kjeldahl method, fat using the Soxhlet method, and carbohydrate using UV-Vis spectrophotometry. Acceptability was evaluated using a hedonic test. Data were analyzed using ANOVA and the Kruskal–Wallis test. The results showed significant differences in protein, fat, and carbohydrate contents among formulations (p<0.05). The highest protein content was found in F3, the highest fat content in F2, and the highest carbohydrate content in F1. Acceptability did not differ significantly among formulations (p>0.05); however, F1 obtained the highest preference score. Donuts enriched with red bean flour and Banggai yam flour have the potential to be developed as a healthy local food–based snack for pregnant women.

Agnes Rantesalu; Hardianti Hardianti; Adillah Imansari

Antigen : Jurnal Kesehatan Masyarakat dan Ilmu Gizi 2026 LPPM STIKES KESETIAKAWANAN SOSIAL INDONESIA

Background: The prevalence of Chronic Energy Deficiency (SEZ) of pregnant women nationally is still 16.9%, and anemia reaches 27.7%, so the development of local food-based Supplementary Feeding (PMT) is needed. Brownies with the substitution of red spinach as a source of iron and purple sweet potato flour as an energy source have the potential to be developed as an alternative to PMT. This study aims to determine the acceptability and nutritional content of red spinach brownies with the addition of purple sweet potato flour as an interlude food for pregnant women. Method: Design using the Complete Random Design (RAL) method. The formulation of making brownies consists of three treatments with a comparison between (red spinach pureee and purple sweet potato flour) as follows: F1 (50:50), F2 (60:40), and F3 (40:60). The acceptance test was conducted using a hedonic test of color, aroma, taste, and texture on 30 semi-trained panelists. Analysis of nutritional content includes moisture content (thermogravimetry), ash content (dry ashing), protein (Kjeldahl), fat (Soxhlet), carbohydrates (by difference), and Fe (Atomic Absorption Spectrophotometry). The data were analyzed using the Kruskal-Wallis test. Research Results: The acceptability test showed that there was no significant difference between the formulations. The F3 formulation with a ratio of 40% red spinach pureee and 60% purple sweet potato flour obtained the highest preference value and was determined as the best formulation. The nutritional content of the F3 formulation includes protein 10.447%, fat 8.047%, carbohydrates 1.5579%, Fe 0.0005%, moisture content 20.68%, and ash content 1.4875%. Conclusion: There was no significant effect of each formulation on the acceptability of Brownis Suggestion: It is hoped that the next researcher can improve product formulation and processing processes to maintain and increase iron (Fe) levels in brownies.