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Birokrasi: JURNAL ILMU HUKUM DAN TATA NEGARA 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

Abstract. The increasing number of cases involving corporate losses that implicate the liability of directors in limited liability companies highlights the importance of a comprehensive understanding of the scope and nature of such liability from a civil law perspective. This study aims to analyze the liability of directors for corporate losses as well as the factors influencing the emergence of such legal liability. The method used is normative legal research with a legislative and conceptual approach, through a review of legislation, legal literature, and relevant court decisions. The results of the study indicate that directors’ liability is not automatic but depends on proving the existence of fault or negligence in performing their duties, in accordance with the principles of due diligence and good faith. Furthermore, factors such as weak internal controls, lack of transparency, and directors’ limited legal understanding are the primary causes of corporate losses. The implications of this study underscore the importance of implementing sound corporate governance principles, enhancing directors’ competence, and ensuring consistency in law enforcement to achieve a balance between legal protection and accountability in corporate management.

Indri Purwanti; Silvianingsih Silvianingsih; Zaskia Adya Mecca; Lina Marlina; Ana Fauziya Diayana

Jurnal Inovasi Ekonomi Syariah dan Akuntansi 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to critically examine the concept of economic justice proposed by Abu Ubaid al-Qasim bin Sallam in his work Al-Amwal and to evaluate its relevance to contemporary economic dynamics. The research applies a qualitative approach using a library research method, in which Al-Amwal serves as the primary source, supported by various secondary references related to Islamic economics and theories of distributive justice. The data were analyzed through content analysis to identify Abu Ubaid’s core ideas, followed by a comparative approach to relate his framework to modern economic principles and practices. The findings reveal that Abu Ubaid’s concept of economic justice is both distributive and structural in nature. It not only emphasizes equitable wealth distribution but also highlights the importance of systemic regulation and public policy oriented toward social welfare. Zakat is positioned as a central instrument for wealth redistribution aimed at reducing social inequality and alleviating poverty. Furthermore, the state plays a strategic role in managing public resources transparently and fairly to ensure collective prosperity. Ethical values are also fundamental in economic activities to prevent exploitation, injustice, and imbalance. Overall, Abu Ubaid’s economic thought remains highly relevant in addressing modern challenges, particularly issues of income inequality, social justice, and sustainable development in today’s global economic system.

Zahra Rabi’ulawali I.B.; Chara Pratami Tidespania Tubarad

Jurnal Inovasi Ekonomi Syariah dan Akuntansi 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to examine the factors influencing the level of sustainability report disclosure based on OJK regulations in KBMI 3 banking companies listed on the Indonesia Stock Exchange in 2023. The level of sustainability disclosure is measured using the Sustainability Report Index (SR Index), constructed through content analysis of indicators stipulated in POJK No. 51/POJK.03/2017. The independent variables analyzed in this study include firm size, profitability proxied by Return on Assets (ROA) and Return on Equity (ROE), foreign ownership, and firm age. This research employs a quantitative explanatory approach using secondary data obtained from annual reports and sustainability reports. Data were analyzed using multiple linear regression with SPSS. The results indicate that firm size, foreign ownership, and firm age have a positive and significant effect on the level of sustainability report disclosure. Conversely, profitability measured by ROA and ROE does not have a significant effect. Simultaneously, all independent variables significantly influence sustainability report disclosure. These findings suggest that structural and ownership characteristics play a more dominant role in determining sustainability disclosure than financial performance, reflecting the regulator-driven nature of sustainability reporting in the Indonesian banking sector.

Suratni, Suratni; Yuliana, Refi; Azir, Ince Dian Aprilyani

International Journal of Educational Sciences and Languages 2026 International Forum of Researchers and Lecturers

In contemporary higher education, English for Specific Purposes (ESP) is increasingly expected to prepare learners for meaningful professional participation rather than isolated linguistic performance. Nevertheless, ESP pedagogy has often remained predominantly skill-oriented, with limited conceptual integration of pedagogical innovations such as project-based learning and digital learning. This study presents a systematic literature review of 40 peer-reviewed studies examining how ESP pedagogy is being reframed as situated professional practice through the integration of project-based and digital learning. Following the process of thematic synthesis, the review provides an examination of what ESP learning is perceived to be, how it is conducted and how it is evaluated in different disciplines and countries. Results show a marked pedagogical transition from a language-centric approach to one that incorporated more authenticity, collaboration and professional concern. Reported learning attainments go beyond language to cover professional capability, digital literacy, autonomous learning and identity development. Project-based learning authenticates language use in professional workflows, and digital learning environments support multimodal communication reminiscent of the way people work today. This review contends that in combination, these perspectives re-conceptualise the pedagogical nature of ESP as a type of applied professional education ’realised’ within particular social, institutional and discipline specific contexts. By synthesizing empirical evidence across settings, the study offers a conceptual reframing of ESP pedagogy and outlines implications for curriculum design, assessment, and future research in higher education and the social humanities.

Pratama, Firman; Dahil, Irlon; Dien, Marion Erwin; Lase, Dewantoro

Journal of Information Technology and Computer Science 2026 International Forum of Researchers and Lecturers

Explainable artificial intelligence (XAI) has become a critical requirement in cybersecurity due to the high-stakes nature of security decision-making and the limitations of black-box learning models. This study investigates the construction of an explainable cybersecurity knowledge representation by leveraging standardized terminology from the NIST cybersecurity glossary. The primary problem addressed is the lack of transparent and semantically grounded reasoning mechanisms in existing AI-driven cybersecurity systems, which limits trust, accountability, and analyst adoption. To address this challenge, we propose a NIST-based semantic knowledge graph that embeds explainability directly into its ontology structure and reasoning process. The proposed framework systematically extracts definitional entities and relations from NIST glossary entries to construct a domain ontology and a multi-relational knowledge graph. A rule-based semantic relation extraction method is employed to ensure faithful, interpretable, and reproducible reasoning paths. The resulting knowledge graph contains over 3,000 cybersecurity concepts and approximately 27,000 semantic relations, covering hierarchical, associative, dependency, and mitigation semantics. Experimental evaluation demonstrates that the proposed approach achieves a high level of explainability, with 92.4% of reasoning outcomes being fully traceable and only 1.4% classified as non-traceable. Most explainable reasoning paths are limited to two or three hops, indicating an effective balance between inferential depth and human interpretability. Structural analysis further confirms the presence of meaningful hub concepts that support multi-hop semantic inference. These results confirm that ontology-driven, standard-based knowledge graphs provide a robust foundation for explainable cybersecurity intelligence. The study concludes that explainability-by-design, grounded in authoritative standards, offers a viable and trustworthy alternative to opaque AI models for cybersecurity applications.

Irianto Putra, Adhika Graha; Dwi Hadian, Mohammad Sapari; Nugraha, Awaludin; Maharani, Najla Raisa

Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik) 2026 LPPM Universitas 17 Agustus 1945 Semarang

This study aims to analyze the transformation of tourist behavior in mountain hiking activities in the Sindoro, Sumbing, and Slamet (3S) area of Central Java within the context of nature-based tourism trends and digital mediation. A descriptive qualitative approach was employed, involving eight purposively selected hikers. Data were collected through semi-structured interviews, participant observation, and analysis of social media posts. The findings reveal a shift in motivation from physical challenge-oriented goals toward self-fulfillment, personal reflection, and psychological balance. Mountain hiking has also become normalized as part of an urban modern lifestyle. Furthermore, social media plays a significant role in shaping aspirations, documentation practices, and the reproduction of tourist behavior, extending the experience of nature beyond physical engagement into digital representation. These findings indicate that contemporary tourist behavior is constructed through the interaction of intrinsic motivation, social needs, and the logic of digital representation in nature-based tourism.

Dyah Shofiah; Purwani, Wilujeng Asih

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2026 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes George Orwell's novel Animal Farm as a reflection of social conflicts in the 1917 Russian Revolution using M.H. Abrams' mimetic approach. The novel functions as an allegory, with Mr. Jones representing Tsar Nicholas II, Snowball as Leon Trotsky, and Napoleon as Joseph Stalin. Through the mimetic approach, this research identifies how the rebellion, power struggles, and the corruption of revolutionary ideals are depicted in the novel, ultimately leading to dictatorship that mirrors the regime they initially rejected. Orwell highlights how the revolution's original vision of equality was ultimately betrayed by the new leaders. The findings of this study show that Animal Farm not only critiques Stalinism but also reflects broader social and political phenomena related to the concentration of power, abuse of authority, and the cyclical nature of power in history. This study supports mimetic theory by demonstrating how literature can deeply reflect historical realities, contributing to the discourse in both literature and politics, and serving as a reminder of the dangers of authoritarianism.

Salsabila Jasmine Briliana Putri; Arief Suryono

Federalisme : Jurnal Kajian Hukum dan Ilmu Komunikasi 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

The purpose of this study is to analyze the legal basis for the qualification of unlawful acts in disputes concerning the unilateral cancellation of life insurance policies by the insurer as reflected in Decision Number 5871 K/Pdt/2024. This research is a normative legal study with a prescriptive nature, employing both case and statutory approaches. The legal materials used in this study consist of primary and secondary legal materials which are analyzed qualitatively using the syllogistic method with deductive reasoning. The results of the study indicate that the qualification of an unlawful act in the a quo decision is based on a systematic interpretation of Article 1338 of the Indonesian Civil Code, which is understood in relation to the binding source of agreements under Article 1339 of the Indonesian Civil Code. Furthermore, the existence of naturalia elements also emphasizes the presence of legal obligations inherent in an agreement even though they are not explicitly stated therein. In life insurance, the obligation to pay claims after the insured risk has occurred constitutes a normative consequence inherent in the policy; therefore, the unilateral cancellation of a life insurance policy fulfills the elements of an unlawful act as stipulated in Article 1365 of the Indonesian Civil Code.

Taufik Nurmandia; Risnita Risnita; Yuliatin Yuliatin; Abdul Halim

International Journal of Sociology and Law 2026 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

This study examines the effectiveness of the Jambi Regional Police in enforcing criminal law in the digital era, particularly in addressing online gambling offences, from the perspective of Islamic law. The rapid development of information technology has transformed crime from physical spaces into cyberspace, characterised by anonymity, speed, and transnational reach, thereby requiring adaptive law enforcement strategies. This research adopts a qualitative juridical-empirical approach. Data were collected through in-depth interviews with law enforcement officers at the Jambi Regional Police, analysis of case documents, and examination of relevant legal frameworks, particularly Indonesia’s Electronic Information and Transactions Law (ITE Law). The findings reveal that the Jambi Regional Police have implemented several strategic measures in combating digital crimes, including cyber patrols, digital forensic investigations, seizure of electronic evidence, and inter-agency coordination. Nevertheless, the effectiveness of law enforcement remains constrained by technological limitations, complex digital evidence requirements, the transnational nature of cybercrime, and limited public digital legal awareness. From an Islamic law perspective, police actions against online gambling align with the objectives of maqāṣid al-sharī‘ah, particularly the protection of religion (ḥifẓ al-dīn), property (ḥifẓ al-māl), and intellect (ḥifẓ al-‘aql). This study concludes that while digital criminal law enforcement by the Jambi Regional Police is fundamentally appropriate, it requires strengthened institutional capacity, integration of Islamic legal values, and adaptive policy reforms to enhance effectiveness and substantive justice.

Emanuela Nirmala; Robby Kayame; Christine P.A. Korwa; Meidy Johana Imbiri; Hardiyanti Hardiyanti +2 more

DIAGNOSA: Jurnal Ilmu Kesehatan dan Keperawatan 2026 International Forum of Researchers and Lecturers

Background: Malaria transmission in Indonesia exhibits substantial spatial and temporal heterogeneity, particularly between stable endemic areas and remote outbreak-prone areas. Although routine surveillance is crucial for malaria control and elimination efforts, its limitations can obscure early warning signals, particularly in geographically isolated areas. Objective: This study aimed to analyze malaria epidemiology by integrating routine surveillance data from endemic primary health care settings with results from high-mortality outbreak investigations in remote highland districts in Indonesia, focusing on temporal trends, spatial clustering, Plasmodium species patterns, diagnostic gaps, and mortality. Methods: A mixed epidemiology approach was used. A retrospective longitudinal analysis of routine malaria surveillance data was conducted for the period 2023–2025 in endemic settings, while a cross-sectoral outbreak investigation was conducted in remote highland districts. Descriptive analyses were conducted to assess trends, demographic characteristics, species distribution, spatial heterogeneity, case detection methods, and outbreak-related mortality. Results: Routine surveillance data revealed fluctuations in malaria transmission, with a significant decline in cases in 2024 followed by a sharp increase in 2025. Conversely, outbreak investigations documented high case fatality rates, particularly affecting children and older adults, caused by delayed diagnosis, limited diagnostic capacity, and limited access to timely treatment. Conclusions: These results highlight the dynamic and context-dependent nature of malaria epidemiology in Indonesia. Integrating routine surveillance with outbreak investigations provides a comprehensive understanding of endemic trends and systemic vulnerabilities. Strengthening adaptive surveillance, improving diagnostic capacity, and implementing spatially targeted interventions are crucial for preventing outbreaks and reducing malaria-related mortality, particularly in remote and high-risk areas.

Maruasas Nainggolan; Hanna Grace Immanuella

ARDHI : Jurnal Pengabdian Dalam Negri 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

This article explores the meaning of human life through the lens of value, choice, and ultimate purpose. Drawing from the analogy of nature, the study argues that human existence is likewise structured around meaning rather than randomness. Human beings inevitably encounter diverse and sometimes conflicting values, requiring discernment and responsible decision-making. Not all values carry equal weight; their significance depends on their proximity to the ultimate goal of human life understood in its totality. The paper identifies three fundamental attitudes toward life: a pessimistic stance that perceives life as failure, a hedonistic stance that seeks satisfaction and pleasure, and a constructive stance that embraces life as a meaningful vocation. Through a reflective-ethical approach, the discussion highlights the importance of mission, prioritization, empathetic communication, synergy, and continual self-renewal. Ultimately, the quality of human existence is determined by the values one chooses to uphold and the orientation of life toward a higher, integrative purpose.

Dyah Shofiah; Purwani, Wilujeng Asih

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2026 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes George Orwell's novel Animal Farm as a reflection of social conflicts in the 1917 Russian Revolution using M.H. Abrams' mimetic approach. The novel functions as an allegory, with Mr. Jones representing Tsar Nicholas II, Snowball as Leon Trotsky, and Napoleon as Joseph Stalin. Through the mimetic approach, this research identifies how the rebellion, power struggles, and the corruption of revolutionary ideals are depicted in the novel, ultimately leading to dictatorship that mirrors the regime they initially rejected. Orwell highlights how the revolution's original vision of equality was ultimately betrayed by the new leaders. The findings of this study show that Animal Farm not only critiques Stalinism but also reflects broader social and political phenomena related to the concentration of power, abuse of authority, and the cyclical nature of power in history. This study supports mimetic theory by demonstrating how literature can deeply reflect historical realities, contributing to the discourse in both literature and politics, and serving as a reminder of the dangers of authoritarianism.

Agussalim Agussalim; Amirul Mustofa; Sarwani Sarwani; Dian Ferriswara

International Journal of Social Sciences and Communication 2026 International Forum of Researchers and Lecturers

Consular services have become a critical site of state intervention in the governance of international labor migration, particularly for migrant-sending countries such as Indonesia whose citizens depend on overseas missions for administrative protection and access to public services abroad. Despite the growing importance of consular institutions in safeguarding migrant workers’ rights and welfare, existing scholarship remains fragmented, offering limited conceptual integration of how administrative capacity shapes institutional readiness in cross-border public service delivery. Addressing this gap, this article presents a structured narrative–integrative literature review that synthesizes international peer-reviewed studies on administrative capacity, policy capacity, consular services, and migrant worker protection published in the last five years. Drawing on Administrative Capacity Theory as the core framework, complemented by Public Service Theory, Policy Implementation Theory, Street-Level Bureaucracy, and Institutional Theory, the review systematically analyzes how different dimensions of capacity configure institutional readiness in consular services. The findings reveal that institutional readiness emerges from the interaction of four interrelated dimensions: human resource capacity, organizational and procedural capacity, institutional and coordination capacity, and resource and infrastructure capacity. Rather than functioning as isolated determinants, these dimensions collectively shape how consular institutions translate formal mandates into service outcomes under conditions of transnational governance, legal pluralism, and fluctuating demand. The review further demonstrates that frontline discretion, coordination gaps, procedural rigidity, and uneven resource allocation are recurrent patterns across the literature, underscoring the dynamic and practice-based nature of administrative capacity in consular contexts. Theoretically, this article contributes to public administration scholarship by extending administrative capacity frameworks into the underexplored domain of cross-border public services and by integrating previously segmented theoretical perspectives into a coherent conceptual synthesis. By reframing consular services as institutionally embedded public service systems rather than solely diplomatic functions, the article advances understanding of institutional readiness in migrant worker protection and provides a robust analytical foundation for future empirical and comparative research in international public administration.

Miranda Kaira Pangestu; Sihab, Wahyu

Karakter : Jurnal Riset Ilmu Pendidikan Islam 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The purpose of this study is to analyze Mohammed Ghaly's thoughts from a theological and legal perspective on disability and its implications for social inclusion. This research uses a qualitative approach based on literature studies with in-depth analysis of primary Islamic sources such as the Qur'an, hadith, and tafsir, kalam, and fiqh literature from various periods. Ghaly seeks to reveal the normative attitude of this religion towards persons with disabilities and its implications for social inclusion. The analysis utilizes contemporary disability studies to examine Ghaly's concepts in Islamic theology and law regarding the inherent nature and fundamental rights of persons with disabilities. However, he also emphasizes the need for new interpretations and contextualizations of this textual heritage based on the values of justice, inclusion, and empowerment. The findings of this study show that there is a stigma associated with disability due to the conflict between Islamic idealism and social reality. Nevertheless, the main principles and laws of Islam provide strong normative guidance for the dignity of persons with disabilities.

Miranda Kaira Pangestu; Wahyu Sihab

2026 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

The purpose of this study is to analyze Mohammed Ghaly's thoughts from a theological and legal perspective on disability and its implications for social inclusion. This research uses a qualitative approach based on literature studies with in-depth analysis of primary Islamic sources such as the Qur'an, hadith, and tafsir, kalam, and fiqh literature from various periods. Ghaly seeks to reveal the normative attitude of this religion towards persons with disabilities and its implications for social inclusion. The analysis utilizes contemporary disability studies to examine Ghaly's concepts in Islamic theology and law regarding the inherent nature and fundamental rights of persons with disabilities. However, he also emphasizes the need for new interpretations and contextualizations of this textual heritage based on the values of justice, inclusion, and empowerment. The findings of this study show that there is a stigma associated with disability due to the conflict between Islamic idealism and social reality. Nevertheless, the main principles and laws of Islam provide strong normative guidance for the dignity of persons with disabilities.

Rahman, Yahya Ibadu; Trisnawati, Septian Nur Ika; Alfarizi, Salman; Ridho, Ahmad Rasyid; Nisa, A Mawardatun +2 more

Karya Nyata : Jurnal Pengabdian kepada Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

The global environmental crisis requires a development approach that not only focuses on economic aspects but also on ecological sustainability and humanity's moral responsibility toward nature. The perspective of ecotheology views the environment as a trust that must be preserved through spiritual awareness and social practices. This community service aims to internalize the values of ecotheology to strengthen ecological culture and support sustainable village development. The method used is a participatory approach based on community empowerment through three stages: preparation, implementation, and follow-up. The core activities include educating ecotheology values, fish seed distribution, tree planting, and strengthening waste bank management. The results show an increase in ecological awareness among the community, marked by a change in their view of environmental responsibility, the development of eco-friendly habits, and strengthened social solidarity. The integration of spiritual values in ecological practices has proven effective in building a collective culture that supports village sustainability. This program demonstrates that a value-based approach and direct experience can drive a sustainable transformation of ecological behavior.

Syamsul Bahri; Dio Manik; Ester Monica Bu’ulolo; Fadillah Fauziah Putri; Indi Azizah Nailah

Jurnal Motivasi Pendidikan dan Bahasa 2026 International Forum of Researchers and Lecturers

William Shakespeare’s Romeo and Juliet portrays deep reflections on human nature and moral values, emphasizing the importance of dignity, freedom, and emotional connection in human life. The tragedy explores the conflict between personal feelings and social constraints, revealing how human ideals often clash with rigid traditions and authority. Through the struggles of Romeo and Juliet, Shakespeare presents the essence of humanity love, empathy, and the pursuit of understanding amid division and hostility. This study aims to analyze the values of humanism in William Shakespeare’s tragedy Romeo and Juliet. The research focuses on how humanist ideals such as dignity, freedom, solidarity, and communicative rationality are reflected through the characters’ dialogues, decisions, and relationships. Using a qualitative descriptive method, the analysis applies Hardiman’s theory of humanism, supported by references from academic books and journals. The findings reveal six categories of humanism values: appreciating opinions (20%), cooperation (17%), sacrifice (23%), caring for others (13%), helping (13%), and solidarity (14%). Among these, sacrifice appears as the most dominant value, especially reflected in the willingness of Romeo and Juliet to risk everything for love and moral ideals. These findings indicate that Romeo and Juliet embodies humanist values that emphasize empathy, moral responsibility, and the importance of understanding in overcoming social barriers. Although the story ends in tragedy, the play highlights that love, empathy, and dialogue are essential for building a humane society. Therefore, Romeo and Juliet is not only a timeless love story but also a literary work that reflects enduring humanist ideals relevant to modern life.

Erlianda Cibro; Miftah Khairiyah SM; Ghasani Fathonia; Siti Maysarah

Jurnal Pengabdian Masyarakat Terapan 2026 Lembaga Pengembangan Kinerja Dosen

The issue of plastic waste is increasingly becoming an environmental concern, including in elementary schools, due to its non-biodegradable nature and its potential to cause environmental pollution if not properly managed. This activity aims to implement the Ecobrick method as an innovative solution for managing and utilizing plastic waste at SDN 054945 Desa Dogang, Gebang District, Langkat Regency. The method used is a descriptive qualitative approach involving 65 students from grades IV and V through a community service activity. The activity was carried out on July 17, 2024, through preparation, implementation, and evaluation stages, with data collection techniques including observation, documentation, and reflective discussion. The results show that the application of the Ecobrick method successfully increased students' understanding and awareness of the dangers of plastic waste and fostered an early environmental concern. Moreover, previously worthless plastic waste was processed into functional Ecobrick benches that can be utilized within the school environment. This activity also encouraged a sense of mutual cooperation, responsibility, and creativity among the students. Thus, the Ecobrick method has proven to be an effective alternative for plastic waste management and a contextual learning medium in creating an environmentally friendly school culture.

Ade Wahyu Permana; Dairani Dairani; Syahrul Ibad

Jurnal Kajian Ilmu Sosial, Politik dan Hukum 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

Tabuh Rah in Bali is part of a Hindu religious ceremony involving animal sacrifice to maintain harmony between nature and human life. In practice, it is often accompanied by tajen (cockfighting) involving monetary or valuable bets, potentially violating Article 303 of the Indonesian Criminal Code concerning gambling. This study examines the regulation of cockfighting as a criminal offense under Article 303 and the criminal liability of perpetrators of tajen within the context of the Tabuh Rah ceremony. The research employs a normative legal method using statutory and conceptual approaches. The findings indicate that cockfighting conducted as part of the Tabuh Rah ritual is permissible based on the Batur Agung Inscription (933 Saka) and the Batuan Inscription (944 Saka) without requiring official authorization. However, cockfighting conducted outside the ritual context and involving betting constitutes gambling in violation of the Criminal Code and Law No. 7 of 1974. Perpetrators may be held criminally liable for intentionally committing an unlawful act.

Clara Zuliani Syahputri; Jasmir Jasmir; Fachruddin Fachruddin

Prosiding Seminar Nasional Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

Heart disease is the leading cause of death in Indonesia and globally, necessitating an early screening system that is both accurate and clinically trustworthy. Although XGBoost demonstrates high predictive performance, its black-box nature undermines clinical trust, while low recall risks missed diagnosis an unacceptable consequence in population screening, especially in middle-income countries with limited healthcare resources. This study aims to develop a sensitive, transparent, and implementation-ready heart disease screening framework through the integration of SHAP-based Explainable AI. The CDC's Indicators of Heart Disease dataset (319,795 samples) was processed according to WHO/CDC standards, followed by class imbalance handling, hyperparameter optimization using RandomizedSearchCV, evaluation based on metrics sensitive to minority classes (AUC, recall, F1-score, AUC-PR), and threshold tuning to maximize recall. The baseline model showed a very low recall of 12.18%. After optimization and threshold tuning at 0.10, the model achieved recall >96% (96.79%) with a G-mean of 0.7477, supported by SHAP interpretation stability and the ability to capture non-linear interactions between advanced age (AgeCategory_WHO) and poor general health (GenHealth). SHAP analysis confirmed the alignment of dominant features with medical evidence, and its visualizations provide transparent explanations for healthcare professionals indicating its potential implementation as an interpretable clinical decision support system.