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Showing 17 articles found for "Protocols"

Bridging The Digital-Physical Divide: Transfer Learning For Unified Threat Correlation in Converged IT/OT/IOT Ecosystems

Dzreke, Simon Suwanzy
Abstract: The increased integration of operational technology (OT), Internet of Things (IoT), and business IT systems has allowed sophisticated attackers to circumvent isolated security features and launch cross-platform assaults.… Current fragmented techniques, with discrete detectors monitoring Modbus, Kubernetes, MQTT, or other domain-specific protocols, cannot handle cross-system risks. These methodologies overlook 68% of multi-vector marketing that uses both physical and digital channels. This study introduces a transfer learning architecture to integrate detection capabilities by correlating threats across protocols, devices, and settings. The architecture generates a unified feature space that extracts behavioral semantics from industrial control system logs, cloud telemetry, network traffic, and device-level signals to produce protocol-agnostic threat representations. Adversarial domain adaptation and semantic graph embeddings enable cross-domain knowledge transfer with minimum retraining. Security teams may now discover kill chains like infected cloud containers preceding illegal PLC command execution every 23 minutes. Validated against real-world attack datasets from water treatment facilities (OT) and cloud infrastructure (IT), the system achieved 93.4% cross-platform attack recall, a 41.3 percentage point improvement over prior methodologies. It reduced OT data labeling by 89% and false positives by 93.5%. This paradigm shift transforms threat correlation from a reactive, domain-specific process to adaptive intelligence, boosting resilience for critical infrastructure, industrial ecosystems, and smart environments facing cyber-physical hazards. The framework's practical validation in energy, industry, and vital infrastructure shows its importance in protecting an increasingly linked world.

ARTIFICIAL INTELLIGENCE IN FINANCIAL RISK MANAGEMENT: A SYSTEMATIC LITERATURE REVIEW ON ENHANCING ORGANIZATIONAL RESILIENCE FOR FUTURE GLOBAL FINANCIAL CRISES

Han, Yonghwa, Nurwulandari, Andini, Hasanudin, Wulandari, Aghnia
Abstract: This study explores how incorporating artificial intelligence improves institutional resilience and overcomes the rigidity of conventional, data-based methods to alter financial risk management.  To find patterns in AI applications,… applications, resilience theory, and integration pathways, a qualitative systematic literature review was carried out utilizing theme synthesis in accordance with PRISMA peer-reviewed protocols. Findings show that AI techniques, machine learning for tail-risk detection, deep learning for high-frequency forecasting, and explainable AI for transparent decisions, yield up to 28% reductions in forecasting errors and halve recovery times during crises. The hybrid CNN Transformer architectures and transformer-based NLP models significantly enhance predictive accuracy and forward-looking insights. The study suggests financial institutions adopt integrated AI frameworks, invest in data quality and human–AI collaboration, and implement principle-based governance to balance innovation with fairness and stability. Limitations include reliance on published literature and limited representation of emerging AI models, warranting future longitudinal and context-specific empirical research.

INTEGRATING ISLAMIC ETHICS AND CLINICAL SAFETY IN SUNNAH CUPPING THERAPY SERVICES

Isdianto, Andik, Fitrianti, Novariza, Arif, Abdul Hamid, Widada, Wahyudi
Abstract: Sunnah cupping therapy (al-hijamah) is a popular Islamic healing method practiced globally. Despite its spiritual roots, it poses clinical risks, including infections, vasovagal shock, and procedural inconsistencies, often… en due to non-sterile tools and untrained practitioners. This study aims to explore how Islamic ethical values—sincerity (ikhlas), trust (amanah), and halal compliance—can be integrated with clinical responsibilities such as sterilization protocols, informed consent, and therapist competency. A thematic qualitative literature review was conducted using Islamic jurisprudence, fatwas (DSN-MUI), WHO and Ministry of Health (Indonesia) guidelines from 2015–2025. Findings reveal that neglecting the maqashid sharia principle of hifzh an-nafs (protection of life) contradicts both Islamic ethics and medical safety. Sunnah cupping services rooted in both spiritual values and professional protocols are more trusted by Muslim patients and improve therapeutic legitimacy. This study highlights the urgent need for national SOPs, certified training, and the development of Islamic cupping clinics with integrated protocols. These clinics can serve as models of sharia-compliant, clinically responsible health services. The research offers practical recommendations for Islamic medical institutions and policy-makers in strengthening Islamic-based complementary therapies in modern healthcare systems.

INTEGRATING SHARIA VALUES AND MEDICAL STANDARDS IN SAFE AND ETHICAL SUNNAH CUPPING PRACTICES

Isdianto, Andik, Fitrianti, Novariza, Arif, Abdul Hamid, Widada, Wahyudi
Abstract: Sunnah cupping therapy (hijamah) is a form of prophetic medicine that combines spiritual and therapeutic dimensions but often lacks adherence to clinical safety standards. This study aims to analyze the urgency of integrating… ating Sharia values—particularly maqashid shariah (protection of life) and la dharara wa la dhirar—with emergency medical protocols in sunnah cupping practice. The research uses a normative-qualitative literature review method. Data were collected from recent academic sources and analyzed through content analysis to develop an ethical and procedural framework. Findings reveal that sunnah cupping carries clinical risks such as infection, bleeding, and vasovagal shock when performed without medical protocols. The integration of Sharia and medical principles is operationalized through emergency training, Islamic-based SOPs, and education-regulation mechanisms rooted in maqashid. Core Islamic ethics—such as ikhlas (intention), amanah (trust), and tathir al-adawat (sterilization)—are essential moral pillars within the clinical service model. This study concludes that the integration of Sharia values with emergency medical preparedness is a critical need in the practice of sunnah cupping. The study recommends the development of standardized curricula, clinic certification, and first aid (CPR) training for therapists to ensure safety, professionalism, and religious legitimacy.

MITIGATING EMERGENCY RISKS IN SUNNAH CUPPING THROUGH MEDICAL AND SHARIA INTEGRATION

Isdianto, Andik, Fitrianti, Novariza, Arif , Abdul Hamid, Widada , Wahyudi
Abstract: Sunnah cupping therapy is a traditional Islamic health practice increasingly embraced for its spiritual and therapeutic benefits. However, its widespread use, especially by uncertified practitioners, raises serious concerns… rns about patient safety and emergency risks. This study aims to identify key systemic risk factors of medical emergencies related to sunnah cupping and propose an integrative framework combining Islamic jurisprudence (fiqh) with modern clinical standards. A qualitative descriptive approach was employed using a systematic literature review of peer-reviewed journals, clinical reports, Islamic texts, and contemporary fatwas. Thematic analysis revealed five major risk categories: lack of medical screening, unlicensed practitioners, hidden comorbidities, absence of emergency protocols, and poor understanding of medical safety. Reported complications included hypovolemic shock, infections, and prolonged wound healing—especially in patients with undiagnosed diabetes or coagulation disorders. The study also found that public misconceptions equating religious merit with clinical safety further worsen these risks. The research highlights the urgent need for standardized medical and sharia-based training, certification systems, and public education. Collaboration among healthcare professionals, Islamic scholars, and educational institutions is essential to establish a safe, accountable, and spiritually valid model of sunnah cupping. Integrating medical protocols with fiqh compliance can significantly reduce emergency incidents, enhance practitioner competency, and preserve the prophetic nature of the practice within a modern health framework. These findings offer a strategic path for safer implementation of prophetic medicine across Muslim communities.

MEDICAL EMERGENCIES IN SUNNAH CUPPING THERAPY: A CLINICAL REVIEW AND ISLAMIC ETHICAL PERSPECTIVE

Isdianto, Andik, Fitrianti, Novariza
Abstract: Sunnah cupping therapy is widely recognized as part of prophetic medicine with spiritual and therapeutic benefits. However, its implementation often overlooks potential medical emergencies, especially when conducted without… out proper safety protocols. This study aims to identify types of medical emergencies associated with sunnah cupping therapy through a critical literature review. A descriptive-qualitative approach was used, based on a systematic review of scientific publications from 2010 to 2024 obtained from databases such as PubMed, ScienceDirect, and Google Scholar. The results revealed seven major types of complications in cupping practice: infections (local to systemic), severe bleeding and hematoma, vasovagal and hypovolemic shock, allergic reactions, burns (in fire cupping), neurological responses (epilepsy), and dissociative psychological responses (possession). These complications are primarily caused by the lack of medical screening, limited practitioner training, and absence of emergency handling protocols. The study emphasizes the urgency of integrating Islamic ethical values with emergency medical standards in cupping practice. It recommends enhancing public education, practitioner certification, and clinical regulations to ensure patient safety.

HEALING DURATION OF SUPERFICIAL WOUNDS AFTER SUNNAH CUPPING THERAPY: A LITERATURE REVIEW

Isdianto, Andik, Fitrianti, Novariza
Abstract: Sunnah cupping therapy is widely recognized as a traditional treatment believed to eliminate stagnant blood, enhance circulation, and accelerate healing. However, concerns remain regarding wound depth and skin recovery duration,… uration, especially in clinical settings. This study aims to systematically review scientific literature on the healing duration of superficial wounds resulting from cupping, factors influencing recovery, and the effectiveness of herbal topical treatments in supporting natural skin regeneration. A systematic literature review was conducted using publications from 2015 to 2025 sourced from PubMed, Scopus, ScienceDirect, and Google Scholar. The analysis focused on non-surgical superficial wounds, post-cupping wound management, and the use of olive oil, black seed oil, and coconut oil in complementary traditional therapy. Findings indicate that cupping incisions typically reach only the epidermis and upper dermis, with a depth of 0.5–1 mm. These minor wounds generally heal within 3 to 7 days, depending on patient age, skin condition, anatomical location, and aftercare quality. The application of topical herbal agents has been shown to enhance healing through anti-inflammatory, antioxidant, and regenerative mechanisms. In conclusion, Sunnah cupping can be classified as a safe and non-invasive therapy with a relatively short healing duration. Herbal-based wound care offers a natural, accessible, and effective treatment alternative, supporting the integration of cupping therapy into modern evidence-based complementary medicine. Further development of standardized post-cupping care protocols is recommended to optimize clinical implementation and ensure consistent patient outcomes.

OPTIMIZING INCISION DEPTH IN SUNNAH CUPPING THERAPY FOR SAFETY AND THERAPEUTIC EFFICACY

Isdianto, Andik, Fitrianti, Novariza
Abstract: This study aims to evaluate the impact of incision depth in Sunnah cupping therapy on safety and therapeutic efficacy, with a focus on identifying the optimal incision depth that minimizes risks while maximizing therapeutic… tic benefits. The method used is a literature review, gathering data from scientific databases such as PubMed, Scopus, and Google Scholar using keywords related to cupping therapy, incision depth, and dermatological aspects. The findings reveal that an incision depth of 0.5 mm to 1 mm in the dermis layer not only avoids damage to the deeper hypodermis but is also sufficient for the effective extraction of stagnant blood. This very light incision provides advantages in enhancing blood circulation and facilitating the extraction of stagnant blood necessary in cupping therapy. This approach, involving extremely light incisions, cannot be considered invasive and is highly suitable for enhancing therapy efficacy without compromising patient safety. Further discussion in the study highlights that with the correct incision technique, cupping therapy can become safer and more effective, encouraging significant improvements in immune response and tissue regeneration. The conclusion of this study underscores the importance of standardizing procedures and adequate training for cupping practitioners to ensure safe and effective practices. Further research is recommended to strengthen the evidence related to the effectiveness and safety of cupping therapy and to develop more detailed standard protocols.

Efektivitas Pengelolaan Kelas pada Masa Pembelajaran Tatap Muka Terbatas di SMAN 6 Sinjai

Andi Fadilah Mutia
Abstract: This study is motivated by changes in the education system due to the COVID-19 pandemic, which have led to the implementation of Limited Face-to-Face Learning (Pembelajaran Tatap Muka Terbatas/PTMT) in schools, thereby requiring… equiring more adaptive and effective classroom management at SMAN 6 Sinjai. The research problem is how teachers’ classroom management strategies are implemented and the extent of their effectiveness in supporting the learning process under conditions of limited time, interaction, and facilities. This study aims to analyze the effectiveness of classroom management during PTMT using a descriptive qualitative approach through observation, interviews, and documentation. The findings indicate that classroom management is categorized as highly effective, with 85% of learning activities implemented as planned, 88% of teachers applying active learning strategies, and 90% of classroom arrangements complying with health protocols, resulting in a 40% reduction in classroom disturbances. Furthermore, 78% of students reported greater comfort in a conducive learning environment, while the utilization of sanitation facilities consistently reached 95%. Although 82% of teachers experienced an increased workload, learning stability was maintained through adaptive strategies and collaboration. The study concludes that the effectiveness of classroom management is determined by the integration of instructional planning, environmental management, and students’ psychosocial adaptation. The novelty of this study lies in the concept of crisis-based adaptive classroom management that simultaneously integrates pedagogical, health, and character-building dimensions, while emphasizing teachers’ dual roles as facilitators and risk managers in the PTMT context. These findings are expected to serve as a reference for developing classroom management practices in secondary schools during crisis and educational transition situations, as well as strengthening more responsive, flexible, and sustainable learning policies aimed at improving student learning outcomes in the current Indonesian educational context.

The Metaanalysis of the Analgesic Effect of Electroencephalographic Neurofeedback for People with Chronic Pain

Elvina Zuhir, Desmawita Lestari, Reza Wahyudi, Aisya Raehan Fadhillah
Abstract: Chronic pain represents a major global health burden and often remains resistant to conventional pharmacological treatment, prompting the exploration of alternative therapeutic strategies. Electroencephalographic (EEG) neurofeedback… eurofeedback has emerged as a non-invasive neuromodulatory intervention that enables patients to self-regulate brain activity and potentially alleviate persistent pain symptoms. This systematic review addresses the research problem of inconsistent evidence regarding the clinical efficacy and underlying mechanisms of EEG-based neurofeedback for chronic pain management in adults. A comprehensive analysis of 80 studies involving adults with chronic pain lasting at least three months was conducted, examining neurofeedback protocols, clinical pain outcomes, neurophysiological changes, secondary benefits, and methodological quality. Findings revealed heterogeneous results, with several studies reporting statistically significant and clinically meaningful pain reduction, particularly in conditions such as chemotherapy-induced neuropathy, fibromyalgia, and chronic back pain. Observed neurophysiological changes, including increased alpha power and modified connectivity in pain-related brain regions, were sometimes associated with clinical improvement, alongside reported benefits in sleep quality, mood, and overall well-being. However, evidence from sham-controlled randomized trials showed no significant differences between intervention and control groups, highlighting methodological limitations and challenges in blinding procedures. The review concludes that EEG neurofeedback is a safe and feasible intervention with potential therapeutic value for chronic pain, although current evidence remains inconsistent. The novelty of this study lies in its integrative evaluation of clinical outcomes, neurophysiological mechanisms, and protocol-specific effects, while emphasizing the need for personalized approaches, biomarker identification, and rigorous experimental designs to clarify efficacy and optimize treatment implementation.