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Anggie Pebriani; Dhiny Easter Yanti; Christin Angelina Febriani

Jurnal Sains dan Kesehatan (JUSIKA) 2026 Universitas Muhamadiyah Manado

Personal hygiene practices during menstruation is important to maintaining the reproductive health of adolescent girls and preventing reproductive organ infections. Poor hygiene causes post-menstrual problems in 5.2 million adolescents in Indonesia, such as reproductive tract infections, urinary tract infections, pathological vaginal discharge, fungal infections, genital area irritation, and unpleasant odor. Factors influencing personal hygiene practices during menstruation include knowledge, perceptions, attitudes, and infrastructure. This study was aimed determine the relationship between knowledge, perceptions, attitudes, and infrastructure and personal hygiene practices during menstruation among female students at the Daarussa'adah Qur'an Tahfidzil Islamic Boarding School in Pesawaran in 2026. This study was quantitative with a cross-sectional approach. The population was all female students at the Daarussa'adah Qur'an Tahfidzil Islamic Boarding School in Pesawaran, and a sample of 74 respondents was selected using total sampling. Data analysis used the chi-square test with a significance level of 95%. The results of the study showed a relationship between knowledge (p-value = <0.001; OR = 279.000), perception (p-value = <0.001; OR = 620.000), attitude (p-value = <0.001; OR = 165.333), and infrastructure (p-value = <0.001; OR = 0.002) and personal hygiene behavior during menstruation. Suggested for the Islamic boarding schools include routinely improving reproductive health education regarding personal hygiene during menstruation and providing adequate infrastructure to support the development of good knowledge, perceptions, and attitudes, so that female students can optimally implement personal hygiene behaviors during menstruation.

Aqiella Farida Salsabila; Rosihan Adhani; Iwan Aflanie; Syamsul Arifin; Nia Kania

Jurnal Sains dan Kesehatan (JUSIKA) 2026 Universitas Muhamadiyah Manado

Nursing care in hospitals is still below the established standard of 80%, thus reflecting suboptimal nurse performance. This condition is thought to be influenced by factors such as rewards, workload, length of service and supervision. This study aims to analyze the relationship between rewards, workload, length of service, and supervision with nurse performance in the Inpatient Unit of Ratu Zalecha Martapura Regional Hospital. This study used a quantitative method with an observational analytical design using a cross-sectional approach. The study sample consisted of 152 nurses selected using cluster proportional random sampling technique. Data were collected using a questionnaire and analyzed using the chi-square test and multiple logistic regression. The results showed a significant relationship between rewards and nurse performance (p-value=<0.001), workload and nurse performance (p<0.001), and supervision and nurse performance (p-value=<0.001). Length of service did not show a significant relationship with nurse performance (p-value=0,968). Multivariate analysis showed that supervision was the most dominant factor related to nurse performance. Thus, compensation, workload, and supervision are related to nurse performance, while length of service is not related to nurse performance in the Inpatient Unit of Ratu Zalecha Regional Hospital, Martapura. The hospital is expected to improve supervision, workload management, and training and recognition for nurses to improve the quality of nursing services.

Amandus Suhaedi Dol; Laurentius Prasetyo; Yanto Sandy Tjang

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

The study examines the symbolic meaning of the “Bread of Life” in John 6 through an exegetical-theological approach, using intertextual and narrative-semiotic perspectives. It uncovers the dynamics of Johannine Christological revelation, which moves from miracle as sign, through theological discourse, and culminates in the sacramental understanding of the Eucharist. The Gospel of John is read as a text that employs symbolism and patterns of misunderstanding to lead readers from a literal reading toward deeper faith in Jesus as the source of true life. In this framework, the “Bread of Life” functions not merely as metaphor but as a revelatory symbol integrating Christological, soteriological, and ecclesiological dimensions. Findings show that this symbol is rooted in Old Testament motifs such as manna, Exodus, and wisdom, reinterpreted Christologically in Jesus. The feeding miracle points beyond physical sustenance to divine revelation, culminating in the statement “I am the Bread of Life.” John 6:51b–58 intensifies this sacramental meaning, forming the basis for Eucharistic theology, where participation in Christ’s body and blood signifies existential communion with God. The study concludes that John integrates Christology and sacramental theology, portraying faith as movement from sign to reality, recognition to participation, and revelation to communion with Christ.

Inez Ardelia Subiyanto; Sumarwati Sumarwati

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

This study aims to describe the planning, implementation, and assessment of differentiated instruction in teaching descriptive text writing to ninth-grade students at SMP Negeri 2 Bendo, Magetan Regency. The study was conducted in response to students difficulties in generating ideas, selecting appropriate vocabulary, organizing ideas coherently, and producing vivid descriptive texts. This research employed a qualitative approach with a case study design. Data were collected through lesson plan observation, classroom observation, teacher interviews, and documentation of student learning products. The findings indicate that differentiated instruction was planned through a Merdeka Curriculum-based teaching module, diagnostic assessment, contextual material selection, and the use of PowerPoint, observation sheets, and tiered student worksheets. The implementation emphasized process and learning-environment differentiation through triggering questions, direct observation of real objects around the school, group work, individual scaffolding, immediate feedback, and reflection. Assessment was carried out continuously through diagnostic, formative, and summative assessment. Differentiated instruction helped students generate concrete ideas, organize their writing more systematically, increase motivation, and strengthen descriptive text writing skills. These findings affirm that differentiated instruction can serve as an adaptive strategy in Indonesian language learning at junior high school level.

Nolensah Sinaga; Agus Susanti

An International Journal Tourism and Community Review 2026 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

Aromatherapy is the use of essential oils derived from natural materials to improve physical and psychological well-being. One of the most popular aromatherapy products is the aromatherapy candle, which provides relaxation while creating a comfortable atmosphere. This study aimed to develop aromatherapy candles based on agarwood (Aquilaria malaccensis) leaf extract, evaluate product quality, analyze public acceptance, and identify their potential as an entrepreneurial opportunity. This study employed an experimental method with a descriptive approach. The research stages included the extraction of agarwood leaves through a distillation process, the formulation of aromatherapy candles, product validation by three experts using sensory evaluation, and a public acceptance test involving 40 respondents using a Likert-scale questionnaire. The results showed that the third experiment produced the best extract characteristics, including a golden-yellow color, a stronger distinctive agarwood aroma, and an oily texture. The public acceptance test indicated that the average scores for color, texture, ease of use, and aroma were 3.16, 2.90, 3.42, and 3.02, respectively, which were categorized as good to very good. These findings demonstrate that agarwood leaf extract has the potential to be used as an alternative ingredient in the production of aromatherapy candles, in addition to receiving a high level of public acceptance, the product possesses economic value and can be developed as an innovative product and entrepreneurial opportunity in the beauty, spa, wellness, and creative industries.

Muhammad Wahyu Gunawan; Romadhona Chusna Tsani

An International Journal Tourism and Community Review 2026 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

A bustier plays a crucial role in supporting the body, enhancing its shape, and enhancing aesthetics, especially when worn with a kebaya or evening gown. This study aims to analyze the results of bustier production using three different types of boning, such as needle-inserted boning, sewn-in boning, and steel boning, to determine the most optimal type of boning. The method used is Research and Development (R&D), encompassing data collection, product design, validation, testing, and product revision. This study found that the bustier with inserted boning achieved fairly good results with an average score of 3.00, which equates to 75.00% and falls into the “acceptable” category, while the bustier with sewn-in boning demonstrated the most optimal results. Based on validation testing by two expert validators, this product received an average score of 3.64 out of a total of 4, with a 90.91% acceptability rate, which falls into the “highly acceptable” category. The bustier with steel boning received an average score of 2.82, or 70.45%, which also falls into the “acceptable” category. Steel boning is not yet widely available, so its availability should be confirmed before production begins. Installing both sewn boning and steel boning requires precision. Therefore, it is recommended that you first practice structural sewing techniques.

Aulia Romadona; Kuswidyaningrum N. J.

Garina 2026 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

The purpose of this study was to determine the learning outcomes of second-semester students in solid hair trimming skills after receiving learning through compression methods using video-based media or compression methods without media, also to analyze how influential video media in compression methods are on student learning outcomes on trimming material. The following study is a type of quasi-experimental research. With the results showing that the average post-test score of experimental class students, who were given learning using the exposure method with the help of video media on solid hair trimming material, was 83.93. On the other hand, the control class, which was given demonstration learning without video media. The average post-test score was 79.30. The results of the Hypothesis test showed a calculated value greater than the t table (4.158 > 2.00) and a significance value of 0.0000 smaller than 0.05. Therefore, it can be concluded that explanations with the help of video media have an influence on learning outcomes in solid hair trimming in second-semester students. In addition, this method has an effect of increasing by 5.84% on learning outcomes compared to the demonstration method without media.Keywords: Demonstration Method, Video, Solid Hair Cutting

Astuti Jamilatul Nimah; Arina Haq; Edi Swasana

Garina 2026 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

The fashion industry produces large amounts of textile waste, necessitating sustainable design solutions such as zero-waste fashion design. This study examines the application of zero-waste fashion using the fabric manipulation tucking technique to ready-to-wear clothing. The objective of this study is to determine how the tucking technique can be applied to zero-waste pattern design to produce efficient and aesthetically pleasing clothing. The research method used is Research and Development (R&D) with the ADDIE development model.The research results include five stages: In the analysis stage, the author examines the concepts of zero waste, the tucking technique, and ready-to-wear clothing. In the design phase, two zero-waste pattern concepts with variations of tucking were created as trials. Development was carried out through design validation and revisions based on expert input. Implementation was carried out with product production based on the refined final design. Finally, evaluation was carried out through product validation and final revisions until the product was finished. The results show that zero-waste design using the tucking technique can be implemented systematically, reducing waste and enhancing product uniqueness.Recommendations in this study highlight the importance of tucking stitch direction, accurate placement of zero-waste patterns, and the use of excess fabric as an additional tucking accent to reduce looseness and optimize fabric usage. Selection of appropriate fabrics to support the aesthetic results and effectiveness of the Tucking technique in ready-to-wear fashion products.

Mien Zyahratil Umami; Romadhona Chusna Tsani

Garina 2026 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

Embroidery is one of Indonesia’s traditional craft arts that has developed over time and continues to attract people from various social backgrounds. Embroidery techniques are commonly applied to fashion products as well as household items. The diversity of embroidery motifs and techniques provides aesthetic value and uniqueness to each product, making embroidery an important element in the development of the fashion industry. This opportunity can encourage students of the Fashion Design Program at AKS Ibu Kartini to develop their entrepreneurial potential through creativity in manual embroidery. This study employed a quantitative approach using multiple linear regression analysis as the data processing technique to determine the influence of internal factors on the entrepreneurial motivation of Fashion Design students at AKS Ibu Kartini. The research sample consisted of 65 respondents. The findings revealed that, simultaneously, the four independent variables had a significant effect on entrepreneurial motivation, with a coefficient of determination (R²) value of 0.910. This indicates that 91% of the variation in entrepreneurial motivation can be explained by technical knowledge (X1), technical skills (X2), creativity and innovation (X3), and entrepreneurial mindset (X4), while the remaining 9% is influenced by other factors outside this study. Partially, variables X1, X2, and X4 showed a positive and significant effect on entrepreneurial motivation, whereas X3 demonstrated a negative and significant effect. This finding indicates that creativity without market orientation may reduce students’ motivation to engage in entrepreneurship. The implications of this study emphasize the importance of improving students’ knowledge, skills, and entrepreneurial mindset. Furthermore, proper guidance is needed to ensure that students’ creativity and innovation are aligned with market demands in order to optimally enhance entrepreneurial motivation.

Wahyuni, Adela Rahma; Yumei Santi, Mina; Meilani, Niken

Jurnal Mahasiswa Ilmu Kesehatan 2026 STIKes Ibnu Sina Ajibarang

Anxiety during pregnancy is one of the most common psychological problems experienced by pregnant women, particularly during the third trimester when they face childbirth preparation as well as various physical and emotional changes. If not properly managed, anxiety may adversely affect both maternal and fetal health. This study aimed to describe the level of anxiety among third-trimester pregnant women at Mlati II Public Health Center in 2026. This research employed a descriptive quantitative design with a cross-sectional approach. The study involved 40 third-trimester pregnant women selected using a total sampling technique. Data were collected using the Hamilton Anxiety Rating Scale (HARS) questionnaire and analyzed through univariate analysis in the form of frequency and percentage distributions. The results showed that most respondents were of healthy reproductive age (20–35 years) (92.5%), primigravida (67.5%), had a secondary level of education (70%), and were unemployed (70%). The respondents' anxiety levels were categorized as no anxiety (47.5%), mild anxiety (47.5%), and moderate anxiety (5%), while no cases of severe anxiety or panic were identified. The most dominant anxiety indicators were anxious feelings, tension, respiratory symptoms, and sleep disturbances. These findings indicate that some third-trimester pregnant women still experience anxiety, highlighting the need for early detection, health education, and psychological support through antenatal care services to promote maternal mental well-being during pregnancy.

Neng Aisah; Isyana Rahayu

JURNAL EKONOMI BISNIS DAN MANAJEMEN (JISE) 2026 CV. ALIM'SPUBLISHING

The development of the internet and social media has encouraged e-commerce companies to utilize digital platforms as a marketing tool, one of which is Shopee through TikTok social media. The high frequency of digital advertising is thought to influence consumer attitudes, especially among Generation Z as active TikTok users. To determine the impact of Shopee's digital advertising frequency on consumer attitudes using promotions as a mediating variable on Generation Z TikTok social media users in Tasikmalaya, this study employed quantitative, descriptive, and verification techniques. A total of 100 respondents were sampled using purposive sampling techniques. An online questionnaire with a Likert scale of 1 to 5 was used to collect research data. Data were analyzed using Structural Equation Modeling-Partial Least Square (SEM-PLS) with the help of SmartPLS 4. The results showed that advertising frequency significantly and positively influenced consumer attitudes and promotions. In addition, promotions can mediate the effect of advertising frequency on consumer attitudes and have a beneficial and significant impact. These results indicate that consumer opinions towards Shopee will be more positive if advertisements are displayed more frequently and supported by appropriate promotions. This study serves as an academic reference and information source for businesses seeking to optimize social media-based digital marketing strategies.

Sira Aisyah; Heidi Siddiqa

JURNAL EKONOMI BISNIS DAN MANAJEMEN (JISE) 2026 CV. ALIM'SPUBLISHING

Although MSMEs are crucial to the economy, the sustainability of non-franchise micro-enterprises is often hampered by suboptimal financial governance. Low utilization of financial information, lack of separation between personal and business finances, and unstructured cash flow management are challenges that can affect long-term business sustainability. This quantitative study aims to evaluate the impact of financial record keeping, capital planning, and cash cycle management on the sustainability of non-franchise micro-enterprises in Mekargalih Village, Garut Regency. Using a survey method and saturated sampling technique, data from 70 business owners were analyzed using multiple linear regression. The results of the study indicate that financial record keeping does not have a significant impact on business sustainability, indicating that recording activities are still administrative in nature and have not been optimally utilized as a basis for business decision-making. Conversely, capital planning and cash cycle management have been shown to have a positive and significant impact on business sustainability. Business owners who are able to plan capital needs and maintain smooth cash flow tend to be more able to maintain the stability of their business operations. Simultaneously, these three variables contribute 45.2% to business sustainability. This finding confirms that the ability to allocate capital andKeywords: business continuity; financial records; capital planning; cash cycle; micro-enterprises.

Naufal Akbar; Aniq Saeful Rosyad; Adit Munandar; Linda Amelia; Hikmatullah Hikmatullah

Within the framework of Islamic family law (fiqh munakahat), the issue of nusyuz plays a significant role, as it is closely related to maintaining harmony and stability in the marital relationship. Generally, nusyuz is often defined as a form of a wife’s disobedience toward her husband. However, Islamic jurisprudence acknowledges that nusyuz can also be committed by a husband if he fails to fulfill the rights, responsibilities, and obligations he owes to his wife, in accordance with the principles of Sharia. This study aims to provide a comprehensive analysis of the concept of nusyuz in the context of family life, from the perspective of fiqh munakahat. The discussion covers the meaning and characteristics of nusyuz, its legal basis in Islamic sources, the factors contributing to its emergence, its various manifestations in married life, its implications for family relationships, and existing methods for addressing this issue. This study employs a literature review method supported by a descriptive qualitative approach, drawing on relevant literature from classical and contemporary Islamic legal sources. The results indicate that resolving issues of nusyuz should be approached through a gradual and constructive process, including counseling, dialogue, mediation, consultation, and reconciliation. These steps aim to restore mutual understanding and strengthen family unity. Therefore, raising awareness of each spouse’s rights and obligations is crucial to preventing nusyuz and creating a household filled with peace, love, mutual respect, and intimacy.

Bunga Lexsa Angelia

The rapid development of digital service platforms, particularly online motorcycle taxi services, has transformed modern economic transaction patterns, where the relationship between drivers and consumers is categorized as an ijarah (service lease) contract. However, in practice, various forms of breach of contract (wanprestasi) frequently occur and potentially harm one of the parties. This study aims to analyze the concept of the ijarah contract, identify the forms of wanprestasi, and review them based on Sharia Economic Law principles. This qualitative normative research employs a literature-based approach, utilizing secondary data from classical fiqh books, DSN-MUI fatwas, the Indonesian Civil Code, and reputable academic journals, which are analyzed descriptively-analytically. The findings reveal that breaches occur in three typologies: unilateral cancellation by consumers (ta'addi), negligence and fictitious account manipulation by drivers (taqshir and tadlis), and disproportionate cancel fee policies by platforms, indicating structural dzulm. From a sharia perspective, the settlement of wanprestasi requires compensation (ta'widh) calculated based on actual loss without riba elements, while classifying technical obstacles as force majeure under a fault-based liability approach. This study implies the need to reconstruct the digital ecosystem so that it is not only formally valid but also enforces substantive justice based on maslahah (public interest), al-‘adl (justice), mas,uliyyah (responsibility), and tawazun (proportional balance)

Vivekanantharasa, Raveenthiran; Adeoye, Moses Adeleke; Lawal, Uthman Shehu

Edu Spectrum: Journal of Multidimensional Education 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This study examines the role of inclusive curriculum reform in promoting educational equity within multicultural education systems. The research focuses on the interconnected roles of curriculum transformation, educational policy, and transformative leadership in fostering inclusive and socially just learning environments. Using a qualitative content analysis approach, the study analyzed scholarly articles, policy documents, educational reports, and academic literature related to multicultural education, inclusive pedagogy, leadership, and equity-oriented policies. The findings reveal that inclusive curriculum reform serves as a fundamental strategy for recognizing cultural diversity, reducing discrimination, and enhancing equal participation among students from diverse backgrounds. Furthermore, effective educational policies and transformative leadership practices were identified as essential factors in supporting sustainable inclusive educational reform. However, the study also found that the implementation of inclusive curriculum reform continues to face significant challenges, including inadequate teacher preparation, limited institutional resources, policy inconsistency, technological inequality, and sociocultural resistance

Kolawole, Falase; Hassan, Sulaiman Taiwo; Daniel, Joshua Adedapo; Adewale, Oyewole Kazeem

SocioHumania: Journal of Social Humanities Studies 2026 Yayasan Mabadi Iqtishad Al Islami

This study investigates the practice of the accounting profession with the aim of identifying the key threats and challenges that hinder its development in Nigeria. To achieve this objective, three hypotheses were formulated and tested using the chi-square statistical technique to examine the relationship between identified challenges and the development of accounting practice in the country. The study drew on the perceptions of key stakeholders in the accounting field, namely academic accountants, professional accountants, and accounting regulators. Primary data were collected and analyzed, and the results revealed that the accounting profession is confronted with significant challenges that negatively influence its growth and development. The study concludes that these constraints may pose serious risks to the future advancement of the profession in Nigeria. It therefore recommends that academic and professional accountants should remain committed and proactive in advancing accounting knowledge and practice, while regulatory bodies should ensure objectivity, transparency, and fairness in the formulation and enforcement of accounting standards and regulations

Vivekanantharasa, Raveenthiran; Wijaya, Rusdiana Priatna; Mammadov, Yashar

Journal of Islamic Law and Legal Studies 2026 Mabadi Iqtishad Al Islami

This study explores the development of a sustainable framework for Syariah and legal studies within the context of contemporary educational transformation. Employing a qualitative research approach through content analysis, this study examines relevant scholarly literature, Islamic legal sources, and contemporary educational perspectives to identify key strategies for strengthening Syariah and legal education in response to evolving societal challenges. The findings reveal that the sustainability of Syariah and legal studies requires an integrated approach that combines classical Islamic scholarship with modern legal, social, and technological developments. Several essential dimensions are identified, including institutional reform, curriculum innovation, pedagogical transformation, research advancement, international academic collaboration, and technology integration. Furthermore, the study highlights the importance of interdisciplinary engagement between Syariah studies and other fields, such as constitutional law, international law, economics, sociology, and digital studies. The findings also emphasize the significance of student-centered learning, critical thinking, and research-based education in enhancing academic quality and intellectual engagement

Sharma, Ambuj

SocioHumania: Journal of Social Humanities Studies 2026 Yayasan Mabadi Iqtishad Al Islami

This study examines the growing debate surrounding the possibility of granting legal personhood to artificial intelligence (AI) systems within contemporary legal frameworks. As AI technologies become increasingly autonomous in decision-making, innovation, and economic interactions, questions arise concerning accountability, liability, and ethical governance. Using a qualitative library research approach, this study analyzes scholarly literature, legal theories, and global regulatory developments related to AI personhood. The discussion explores historical precedents of non-human legal entities, including corporations and natural objects, and compares them with emerging proposals for electronic legal personality. The findings reveal that while functional legal recognition may offer practical solutions for liability and compensation, current AI systems lack consciousness, moral agency, and intentionality required for full legal personhood. Consequently, most jurisdictions prefer human-centered regulatory models emphasizing transparency, oversight, and institutional accountability. The study concludes that extending legal personhood to AI remains premature and that adaptive governance frameworks are more appropriate for managing future AI-related legal challenges

Yuwono, Imam; Maulidizen, Ahmad; Hariyadi, Ahmad Reza; Iqbal, Muhammad Saleem

Edu Spectrum: Journal of Multidimensional Education 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This study examines the transformation of business education curricula in response to the rapid expansion of the digital economy. The increasing integration of artificial intelligence, big data analytics, cloud computing, and digital platforms has significantly reshaped industrial demands and professional competencies. Using a qualitative research approach and content analysis, this study explores the challenges and strategic opportunities associated with curriculum transformation in higher education institutions. The findings reveal that universities face critical challenges related to technological infrastructure, faculty readiness, curriculum relevance, and industry alignment. However, digital transformation also provides opportunities for interdisciplinary learning, experiential education, global collaboration, and technology-driven innovation. The study emphasizes the importance of adaptive leadership, faculty development, industry partnerships, and student-centered pedagogies in supporting sustainable curriculum reform. Ultimately, transforming business education curricula is essential for preparing graduates with digital competencies, critical thinking abilities, and innovative skills necessary to compete effectively in the global digital economy.

Saidala , Ravi Kumar; Pashayev, Amirkhan; Hasanov, Tofig

TechComp Innovations: Journal of Computer Science and Technology 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This study explores the role of artificial intelligence in strengthening cybersecurity threat detection frameworks for next-generation network environments. The rapid expansion of cloud computing, Internet of Things ecosystems, and distributed digital infrastructures has significantly increased cybersecurity risks and operational vulnerabilities. Traditional cybersecurity systems often struggle to detect sophisticated and evolving threats due to their dependence on static detection mechanisms. Using a qualitative research approach and content analysis method, this study examines recent developments in artificial intelligence, machine learning algorithms, and intelligent cybersecurity frameworks. The findings indicate that AI-driven cybersecurity systems improve real-time threat detection, anomaly identification, automated monitoring, and predictive security analysis. Machine learning technologies such as Random Forest, Support Vector Machine, and deep learning models demonstrate strong potential for enhancing intrusion detection accuracy and reducing false positive rates. The study also identifies critical challenges related to ethical governance, privacy protection, computational complexity, and adversarial attacks in AI-based cybersecurity systems