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Patient satisfaction is a key indicator of health service quality in the National Health Insurance era. Outpatient services for BPJS members still face problems regarding waiting time, communication, and facilities. This study aimed to analyze factors affecting BPJS patient satisfaction with outpatient service quality at Malahayati Islamic Hospital Medan in 2026. A cross-sectional analytic design was applied to 150 respondents selected through consecutive sampling. Data were collected using a validated questionnaire (r>0.361; α=0.876) and analyzed by Chi-square and multiple logistic regression. Results showed that waiting time (p<0.001), staff competence (p<0.001), staff attitude (p<0.001), drug availability (p=0.032), facility comfort (p<0.001), administrative ease (p=0.003), and information clarity (p=0.008) were significantly associated with satisfaction. Multivariate analysis revealed waiting time as the most dominant factor (OR=5.42; 95% CI: 2.31–12.71), followed by staff competence (OR=4.18), facility comfort (OR=2.87), and staff attitude (OR=2.42), with Nagelkerke R²=0.512. Hospital management should optimize service flow and adopt digital queuing systems to enhance patient satisfaction.

The development of Artificial Intelligence (AI) has driven significant transformation in hospital management, particularly in operational efficiency, service quality, and patient safety. This study aims to analyze the implementation of AI in hospital management based on recent scientific evidence from 2020 to 2026. The method used was a systematic review guided by the PRISMA 2020 framework. Literature was retrieved from PubMed, ScienceDirect, SpringerLink, Google Scholar, and ProQuest. From 360 identified articles, a stepwise selection process was conducted, resulting in 15 articles that met the inclusion criteria. The findings indicate that AI contributes to improved operational efficiency through patient flow optimization, operating room management, workforce scheduling, and electronic medical record management. AI also enhances service quality through predictive data analytics and supports patient safety through risk detection and early warning systems. In conclusion, AI has strong strategic potential to support modern hospital management. However, its implementation still faces several challenges, including human resource readiness, data security, algorithmic bias, system interoperability, and investment requirements. Therefore, AI implementation should be carried out in a planned, ethical manner and evaluated from a health economics perspective.

Independent Nursing Practice (INP) is a form of healthcare service that provides direct care to the community, including Homecare services. Public interest in these services is influenced by various factors; however, the dominant factors affecting interest in the Tambah Rejo area have not been clearly identified. This study aimed to identify and analyze factors associated with interest in Homecare services at independent nursing practices and to determine the most influential factor. This study employed a quantitative approach using an analytical survey design with a cross-sectional method. A total of 153 respondents were selected through purposive sampling. Data were collected using questionnaires and analyzed using the Chi-square test and multiple logistic regression. The results showed significant relationships between economic factors (p = 0.023; OR = 2.187), distance (p = 0.003; OR = 0.361), comfort (p < 0.001; OR = 49.67), service quality (p = 0.009; OR = 0.404), family support (p < 0.001; OR = 52.62), patient satisfaction (p < 0.001; OR = 0.212), and interest in Homecare services. Multiple logistic regression analysis revealed that comfort was the most dominant factor influencing interest in Homecare services (p < 0.001; OR = 0.124). Comfort was identified as the strongest determinant affecting community interest in Homecare services at independent nursing practices. Therefore, improving comfort in service delivery should be a primary priority in the development of independent nursing practices.

Independent Nursing Practice (INP) is a form of healthcare service that provides direct care to the community, including Homecare services. Public interest in these services is influenced by various factors; however, the dominant factors affecting interest in the Tambah Rejo area have not been clearly identified. This study aimed to identify and analyze factors associated with interest in Homecare services at independent nursing practices and to determine the most influential factor. This study employed a quantitative approach using an analytical survey design with a cross-sectional method. A total of 153 respondents were selected through purposive sampling. Data were collected using questionnaires and analyzed using the Chi-square test and multiple logistic regression. The results showed significant relationships between economic factors (p = 0.023; OR = 2.187), distance (p = 0.003; OR = 0.361), comfort (p < 0.001; OR = 49.67), service quality (p = 0.009; OR = 0.404), family support (p < 0.001; OR = 52.62), patient satisfaction (p < 0.001; OR = 0.212), and interest in Homecare services. Multiple logistic regression analysis revealed that comfort was the most dominant factor influencing interest in Homecare services (p < 0.001; OR = 0.124). Comfort was identified as the strongest determinant affecting community interest in Homecare services at independent nursing practices. Therefore, improving comfort in service delivery should be a primary priority in the development of independent nursing practices.

The implementation of Electronic Medical Records (EMR) has become an essential part of digital transformation in the healthcare sector, aiming to improve the quality, effectiveness, efficiency, and continuity of healthcare services. In Indonesia, the implementation of EMR is supported by the Regulation of the Minister of Health Number 24 of 2022, which mandates healthcare facilities to adopt electronic medical records. However, the implementation process is often challenged by various technical and non-technical factors that may affect its success. This study aims to analyze the success factors and barriers to EMR implementation in hospitals through a literature review approach. The research method used was a literature review by examining and analyzing 11 scientific articles obtained from Google Scholar and other relevant scientific sources. The findings indicate that the success of EMR implementation is influenced by three main aspects, namely human, organizational, and technological factors. Supporting factors include management commitment, user readiness, continuous training, availability of information technology infrastructure, system quality, and organizational support. Meanwhile, common barriers include limited digital literacy among healthcare workers, insufficient information technology personnel, unstable internet connectivity, system errors, inadequate facilities and infrastructure, budget limitations, and the absence of specific standard operating procedures. Furthermore, EMR implementation provides significant benefits, such as improving service efficiency, facilitating access to patient information, enhancing documentation quality, supporting communication among healthcare professionals, and increasing patient safety. Therefore, successful EMR implementation requires synergy between human resources, organizational readiness, and technological infrastructure to achieve optimal healthcare service delivery.

Diabetes Mellitus (DM) is a metabolic disease with an increasing prevalence and a risk of causing macrovascular complications such as stroke. This study aimed to describe the characteristics of Diabetes Mellitus patients with stroke complications based on CT-scan results at RSKD Dadi Makassar in 2024–2025. This was a descriptive observational study with a retrospective design using medical record data. Samples were taken using a total sampling technique, comprising 60 patients, and analyzed univariately using the Statistical Product and Service Solutions (SPSS) version 26. The results showed that the majority of respondents were in the late elderly group (>56 years) at 66.7%, female (51.7%), and from the Makassar ethnic group (63.3%). Most respondents experienced hyperglycemia in random blood glucose (66.7%) and had uncontrolled fasting blood glucose (68.3%) and HbA1c (76.7%) levels. CT-scan results were dominated by non-specific cerebral infarction (68.3%), with ischemic stroke as the most common type (93.3%), a length of stay of 5–10 days (53.3%), and right-sided hemiparesis as the most common clinical manifestation (45.0%). It was concluded that DM patients with stroke complications were generally elderly, female, had poor glycemic control, and were dominated by ischemic stroke with non-specific cerebral infarction. Abstrak. Diabetes Melitus (DM) merupakan penyakit metabolik dengan prevalensi yang terus meningkat dan berisiko menimbulkan komplikasi makrovaskular berupa stroke. Penelitian ini bertujuan untuk mengetahui gambaran karakteristik pasien Diabetes Melitus yang mengalami komplikasi stroke berdasarkan hasil CT-scan di RSKD Dadi Makassar tahun 2024–2025. Penelitian ini merupakan penelitian observasional deskriptif dengan desain retrospektif menggunakan data rekam medis. Sampel diambil dengan teknik total sampling sebanyak 60 pasien dan dianalisis secara univariat menggunakan Statistical Product and Service Solutions (SPSS) versi 26. Hasil penelitian menunjukkan mayoritas responden berusia lansia akhir (>56 tahun) sebanyak 66,7%, berjenis kelamin perempuan (51,7%), dan berasal dari Suku Makassar (63,3%). Sebagian besar responden mengalami hiperglikemia pada GDS (66,7%) serta memiliki kadar GDP (68,3%) dan HbA1c (76,7%) yang tidak terkontrol. Hasil CT-scan didominasi oleh infark serebri tidak spesifik (68,3%) dengan jenis stroke terbanyak berupa stroke iskemik (93,3%), lama rawat inap terbanyak 5–10 hari (53,3%), dan manifestasi klinis tersering berupa hemiparese dextra (45,0%). Disimpulkan bahwa pasien DM dengan komplikasi stroke umumnya berusia lanjut, berjenis kelamin perempuan, memiliki kontrol glikemik yang buruk, dan didominasi oleh stroke iskemik dengan gambaran infark serebri tidak spesifik.

Background: The application of ethical principles is an essential foundation in nursing practice, as nurses frequently encounter complex clinical situations that require a careful balance between professional demands, patient safety, and patient rights. Objective: This study aims to explore nurses' experiences in applying ethical principles within clinical nursing practice. Methods: This study utilized a qualitative design with a phenomenological approach. Participants were selected via purposive sampling based on their work experience in direct patient care. Data were collected through in-depth interviews and analyzed using thematic analysis. Results: The findings revealed four main themes: 1) patient autonomy and decision-making in care; 2) the interaction of beneficence, safety, and religious values in care; 3) justice and patient prioritization in care; and 4) effective communication and patient confidentiality. Conclusion: The application of ethical principles is influenced by knowledge, clinical reasoning, moral sensitivity, and teamwork. Continuous reinforcement of ethical education and organizational support are highly required to enhance the quality of nursing care services.

Diabetes Mellitus (DM) is a chronic metabolic disease characterized by persistently high blood sugar levels, which can lead to complications such as diabetic foot issues. A crucial aspect for healthcare professionals providing care to DM patients is assessing the patient's level of adherence and understanding regarding self-care and disease management. Data from the 2023 SKI (Indonesian Health Survey) indicates there were 118,184 cases of Diabetes Mellitus in Central Java. Foot care education delivered via remote services assists patients in performing proper foot care to prevent complications associated with the condition. This study aimed to determine the effectiveness of an animated video based on the Theory of Planned Behavior in improving the knowledge and adherence of patients with diabetic ulcers. A quasi-experimental design was employed, utilizing a one-group pre-test and post-test approach with a control group. Incidental sampling was used to select 60 respondents. The Mann-Whitney test yielded a p-value of < 0.05 (0.017), demonstrating that the animated video based on the Theory of Planned Behavior was effective in enhancing both adherence and knowledge among patients with diabetic ulcers. The findings suggest that this animated video, leveraging audiovisual media, can be implemented in educational settings to help prevent foot complications in patients with diabetes.

In order to raise the standard of healthcare services in the contemporary period, digital transformation in hospital management has become a phenomena. The purpose of this study is to investigate the adoption, advantages, difficulties, and success aspects of digital transformation in healthcare facilities. A literature review employing a narrative review system was the methodology. 14 papers that met the inclusion requirements were found using data sources from Google Scholar, PubMed, and ScienceDirect databases with publication years ranging from 2020 to 2025. To determine the primary study themes, data analysis was carried out utilising a thematic synthesis approach. According to the study's findings, digital transformation can enhance operational effectiveness, service quality, and patient safety by using technology including electronic health records (EHR), telemedicine, and hospital management information systems. However, there are still a number of obstacles to its adoption, such as inadequate infrastructure, inadequate human resource competency, expensive investment costs, and data security threats. Significant barriers also include a lack of system integration and opposition to change. Government policies and regulatory assistance have an impact on the success of digital transformation in hospital administration.

Patient satisfaction with healthcare services remains a major concern in the delivery of healthcare. The behavior of healthcare workers, including friendliness, politeness, and communication skills, plays an important role in improving patient satisfaction. Preliminary data indicated that the number of BPJS patient visits at BLUD UPTD Puskesmas Mokoau had decreased annually, while the results of the patient satisfaction survey were still not optimal because several health programs had not achieved the targeted service standards. This study aimed to analyze the relationship between the quality of healthcare services and BPJS patient satisfaction in the working area of Puskesmas Mokoau in 2025. This research applied a quantitative method with a descriptive-analytic approach using a cross-sectional study design. The study involved 306 respondents selected through a random sampling technique, ensuring that each member of the population had an equal opportunity to be chosen as a research sample. Data were collected using questionnaires and analyzed through the Chi-Square test. The findings revealed significant relationships between facilities, procedures, interaction, and communication with BPJS patient satisfaction, with each variable obtaining a P-value of 0.000 (<0.05). Therefore, the quality of healthcare services is closely associated with the level of patient satisfaction, indicating that healthcare workers need to improve service quality effectively and professionally.

Background: Gout arthritis is a metabolic disease caused by excessive uric acid levels in the blood (hyperuricemia), which leads to monosodium urate crystal deposition in the joints. Globally, the prevalence of gout arthritis ranges from 1–4% of the general population. In Indonesia, the national prevalence reaches approximately 7.3% based on medical diagnosis, and in Brebes Regency, cases reach 62.4%. At the Tonjong Health Center service area, the prevalence of gout arthritis in Karanganyar Hamlet, Tonjong Village, reaches 2.04%. Gout arthritis requires comprehensive nursing care including pain management and health education to prevent recurrence. Objective: To implement nursing care for Ny. S, family of Tn. S, with musculoskeletal system disorder: gout arthritis in Karanganyar Hamlet, Tonjong Village, Tonjong District, Brebes Regency. Method: This study used a case study design with a single patient/family subject. Data collection was conducted through interview, observation, physical examination, and study documentation on December 26–27, 2025 at the patient's home. Results: Assessment revealed Ny. S (72 years) experienced acute pain in the right knee joint with a pain scale of 3/10 and uric acid level of 7.3 mg/dL, along with knowledge deficit regarding gout arthritis. Two nursing diagnoses were established: acute pain and knowledge deficit. Nursing interventions included pain management education, non-pharmacological therapy (turmeric decoction), pharmacological therapy (allopurinol), and health education. Implementation was conducted over two visits. Evaluation results showed that acute pain was partially resolved (pain scale reduced to 2/10, uric acid 7.2 mg/dL) and knowledge deficit was resolved. Conclusion: Nursing care for patients with gout arthritis through pain management and health education can reduce pain intensity and improve family knowledge about the disease. Non-pharmacological intervention with turmeric decoction contributed to decreasing uric acid levels and pain. Keywords: gout arthritis, acute pain, knowledge deficit, family nursing care, non-pharmacological therapy

Adolescents face significant barriers in accessing reproductive health services due to fears of privacy breaches and social stigma. In primary healthcare facilities, healthcare professionals are often trapped in a dilemma between the obligation to maintain medical confidentiality based on professional ethics and national regulatory demands requiring parental involvement for underage patients. This study aims to analyze the practice of protecting adolescent patient data privacy at Mardi Saras Primary Clinic and identify the gap between practical implementation and the norms of medical ethics and applicable legal regulations. This study employs a socio-legal research method with a qualitative approach. Data were collected through in-depth interviews with doctors and nurses, observation of service procedures, and study of the clinic's Standard Operating Procedures. The results indicate that although Mardi Saras Primary Clinic has implemented basic confidentiality protocols such as closed consultation rooms, there are substantial weaknesses in informed consent management, which still heavily relies on parental presence for all adolescent cases. This practice is driven by healthcare professionals' fear of legal risks, thereby ignoring the principle of developing autonomy in adolescents. These findings indicate a disparity between rigid administrative compliance and the spirit of protecting adolescent health rights within national regulations. The implication of this study underscores the urgency of developing specific SOPs that are sensitive to adolescent rights, as well as the need for continuous training for healthcare professionals regarding the legal and ethical boundaries of maintaining confidentiality for underage patients without compromising legal safety aspects.

Background: Community nursing is a service process that is a combination of nursing and public health. Family nursing care is health services focused on the family where the entire process from assessment, diagnosis, planning, implementation to evaluation involves all family members both in healthy and sick conditions. The elderly are individuals in the age range of 60 years and above. Stroke is a disorder of brain function that appears suddenly accompanied by clinical signs both local and global in nature that last more than 24 hours caused by disruption of blood flow to the brain. Objective: To provide family nursing care to Tn. W with Neurological System Disorders: Stroke in Karangjati Village RT 02 RW 05 Tonjong District, Brebes Regency. Methods: This scientific paper is compiled using a descriptive narrative study approach following the stages of the nursing process including assessment, diagnosis, intervention, implementation, and evaluation. Data collection techniques include interviews, observation, physical examination, and documentation studies. Results: Nursing diagnoses that emerged were physical mobility impairment and knowledge deficit. Nursing interventions for physical mobility impairment included recognizing health problems and understanding stroke management, particularly related to mobilization through passive and active range of motion (ROM) exercises. For knowledge deficit, interventions included health education about stroke using educational media. Conclusion: After implementation over three days (December 27–29, 2025), the physical mobility impairment problem was partially resolved and knowledge deficit was resolved. It is expected that patients can increase their knowledge about health, particularly stroke disease.  

Background: Acute pharyngitis is an inflammation of the pharynx caused by viral or bacterial infections, frequently resulting in sore throat, fever, and dysphagia. This condition is among the most prevalent acute respiratory tract infections in children and adolescents worldwide, contributing significantly to morbidity and the burden of healthcare services. Objective: This case study aimed to describe the comprehensive nursing care provided to patient An. F with acute pharyngitis at Ward Anggrek 1, RSUD dr. Soeselo, Tegal Regency. Methods: A descriptive study design with a nursing process approach was employed. Data were collected through anamnesis, physical examination, observation, and documentation review. The nursing process encompassed assessment, nursing diagnosis, intervention planning, implementation, and evaluation. Results: Assessment revealed chief complaints of throat pain (NRS scale 5), fever (38.8°C), erythematous tonsils, and nutritional deficit. Three nursing diagnoses were established: acute pain related to physiological injury, hyperthermia related to disease process, and knowledge deficit related to insufficient information exposure. Interventions included pain management, hyperthermia management, and health education. Following two days of nursing care, the patient’s condition significantly improved, with pain scale reduced from 5 to 3 and body temperature normalized to 37.7°C. Conclusion: Comprehensive nursing care incorporating pharmacological and non-pharmacological approaches effectively reduced pain and fever, and improved patient and family health literacy regarding acute pharyngitis.

The increase in medical disputes in Indonesia occurs along with the development of health services and increasing public legal awareness. Dispute resolution through litigation is often considered ineffective because it takes a long time, is expensive, and creates a confrontational relationship between medical personnel and patients. Therefore, mediation is present as an alternative dispute resolution that prioritizes deliberation, communication, and mutual agreement. This study aims to analyze the regulation, implementation, and effectiveness of mediation as an alternative resolution of medical disputes based on Supreme Court Regulation Number 1 of 2016 concerning Mediation Procedures in Court. The research method used is normative legal research with a statutory, conceptual, and case approach. Data were obtained through literature and document studies, then analyzed descriptively qualitatively. The results of the study indicate that mediation has a strong legal basis and provides various advantages, such as a faster resolution process, lower costs, maintaining confidentiality, and being able to maintain good relationships between medical personnel and patients. However, the implementation of mediation still faces obstacles such as low public understanding, limited mediators who have competence in the health sector, and a legal culture that still tends to be litigative. Therefore, optimization is needed through improving mediator competence, strengthening public legal awareness, and maximizing mediation implementation to achieve fair, effective, and humane dispute resolution.

Telepharmacy is a digital-based pharmaceutical service innovation aimed at improving access to healthcare services and enhancing the quality of pharmaceutical care, particularly in areas with limited healthcare resources. This study aimed to evaluate the implementation of telepharmacy services at Sehat Plus Pharmacy based on the six healthcare quality dimensions established by the World Health Organization (WHO), namely safety, effectiveness, timeliness, efficiency, equity, and patient-centeredness, and to analyze their association with respondent characteristics. A quantitative descriptive-analytic study with a cross-sectional design was conducted. The study involved 35 respondents selected using a total sampling technique. Data were collected through a structured Likert-scale questionnaire and analyzed using univariate analysis and Spearman correlation tests with a significance level of α = 0.05. The results indicated that the overall implementation of telepharmacy services was categorized as very good (88.8%), with the safety dimension achieving the highest evaluation score among all quality dimensions. Most respondents were female and aged between 21 and 25 years. Statistical analysis revealed a significant association between age and perceptions of telepharmacy implementation (p = 0.004; r = -0.471), indicating a moderate negative correlation. In contrast, gender, educational level, and occupation showed no significant association with service implementation (p > 0.05). It can be concluded that telepharmacy services at Sehat Plus Pharmacy have met WHO healthcare quality standards and provide positive user experiences, while age remains an important factor influencing service perception and acceptance.

Data security in Electronic Medical Records (EMR) is a crucial issue in health information governance in Indonesia. This study evaluates the compliance of health facility information security systems with Ministry of Health Regulation (PERMENKES) No. 24 of 2022 and Personal Data Protection Law (UU PDP) No. 27 of 2022, and analyzes the impact of non-compliance on service quality and patient trust. The method employed is a systematic narrative literature review on the Google Scholar database (2023–2026) using the keywords "data security and privacy," "electronic medical records," and "CIA Triad," focusing on the implementation of Confidentiality, Integrity, and Availability. The four healthcare facilities examined have implemented controls such as role-based access control, Electronic Signatures (TTE), Virtual Private Networks (VPN), data encryption, and SSL/TLS protocols in accordance with PERMENKES provisions and Article 35 of the UU PDP. However, the effectiveness of implementation is hindered by weak authentication due to the use of simple passwords and excessively long auto-logout durations, the absence of comprehensive written standard operating procedures (SOPs), low staff compliance with security protocols, and minimal patient awareness regarding personal data protection rights. These weaknesses heighten the risk of patient data breaches as well as potential administrative sanctions and fines, and carry negative implications for service quality and public trust. Recommendations include strengthening internal security policies, developing written SOPs, providing continuous training for healthcare workers, implementing stronger authentication mechanisms (e.g., multi-factor authentication/MFA), and conducting patient awareness programs to ensure regulatory compliance and maintain public confidence.

The completeness of nursing care documentation serves as a primary indicator of hospital service quality and remains a critical component of patient safety, clinical communication, and legal accountability. Despite its importance, empirical evidence from various healthcare facilities indicates that nursing records are frequently suboptimal, incomplete, or inconsistent. This study aims to analyze the complex interrelationships between burnout and coaching on the completeness of nursing care documentation, specifically examining the role of nursing competence as a mediating (intervening) variable at the Dr. Chasbullah Abdulmadjid General Hospital in Bekasi City. Utilizing a quantitative research framework with a cross-sectional design, this study sampled practicing nurses stationed across inpatient and intensive care units. Primary data were gathered through a validated, structured questionnaire designed to measure psychological burnout, the frequency of clinical coaching, perceived professional competence, and the objective completeness of documentation. The data were subjected to rigorous analysis using Structural Equation Modeling–Partial Least Squares (SEM-PLS) to test the hypothesized pathways within the conceptual model. The results demonstrated that burnout exerts a significant negative influence on both nursing competence and the quality of documentation, suggesting that emotional exhaustion hinders professional performance. Conversely, systematic coaching was found to have a significant positive impact, directly improving both competence levels and documentation adherence. Critically, the analysis confirmed that nursing competence acts as a vital intervening variable; it effectively mediates and strengthens the influence of both burnout reduction and coaching interventions on the overall completeness of nursing care records. This study concludes that proactive burnout management and the institutionalization of structured coaching programs are essential strategic priorities. By addressing these factors, hospital management can enhance individual nurse competence, thereby ensuring high-quality, comprehensive nursing documentation that supports patient safety and institutional integrity.

Hospitals play a strategic role in improving public health through professional, safe, and high-quality healthcare services. In modern healthcare organizations, service quality is not only determined by medical facilities and technology but also by the quality of human resources, particularly healthcare workers who directly interact with patients. This study aims to analyze the influence of authentic leadership on healthcare workers’ performance and hospital service quality. The study employed a quantitative explanatory research design involving 120 healthcare workers in a hospital setting. Data were collected using questionnaires and analyzed through multiple linear regression analysis. The findings demonstrate that authentic leadership has a positive and significant effect on healthcare workers’ performance, with a regression coefficient value of 0.648 and a significance level of 0.000. Furthermore, authentic leadership indirectly influences hospital service quality through healthcare workers’ performance, with an indirect effect value of 0.521. These findings indicate that leaders who demonstrate honesty, transparency, integrity, and interpersonal support are able to create a healthy work environment that enhances healthcare workers’ motivation, responsibility, and professionalism. Consequently, improved employee performance contributes to better hospital service quality, particularly in responsiveness, empathy, and communication with patients. This study highlights that authentic leadership is an effective leadership approach for strengthening healthcare human resources and improving hospital service quality in contemporary healthcare organizations.

Diabetes mellitus, as a persistent non-infectious metabolic pathology increasingly prominent in the global epidemiological spectrum, is fundamentally characterized by dysfunctional hyperglycemia rooted in primary disruptions of pancreatic insulin hormone synthesis or peripheral resistance to its biological action, thereby inducing dynamic imbalances in gluconeogenesis and glycolysis pathways; amid the hypothesis that body mass index (BMI) as a measure of central adiposity potentially mediates variability in serum glucose levels, this quantitative observational study with a cross-sectional design rigorously tests the causal relationship between BMI and fasting/random blood glucose concentrations in a cohort of 134 adult subjects with type 2 diabetes mellitus affiliated with primary care services at Puskesmas Bongo II, Boalemo Regency, through an inclusive total sampling recruitment strategy, precision anthropometric measurement instruments (height, weight, WHO BMI categorization), and laboratory-validated glucometric validation, with multivariate inferential processing based on the Chi-Square independence test at a Type I error rate of α=0.05 using the latest edition of the SPSS analytical suite; the demographic profile highlights female gender supremacy (90 individuals, 67.2%), the normoweight group (78 cases, 58.2%), concurrent with substantial glycemic elevation prevalence (78 subjects, 58.2%), but the crucial statistical output reveals a p-value of 0.831 (>0.05) that negates any probabilistically meaningful association, thus the substantive conclusion affirms the non-significance of the BMI-glucose relationship in this local context, while implying the dominance of alternative etiopathogenic factors such as hypercaloric macronutrient intake patterns, deficits in aerobic/anaerobic physical activity, non-adherence to multidisciplinary pharmacological protocols (e.g., metformin/oral hypoglycemics), and a comprehensive management paradigm integrating behavioral education, continuous monitoring, and personalized interventions to mitigate long-term cardiovascular risks across the diabetes mellitus spectrum.