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Aulia Agista; Anisa Dwiyanti; Fatur Ramadan; Zahrah Mahbubah; Indarto Wicaksono

Jurnal Pengabdian dan Keberlanjutan Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Cardiovascular diseases are the leading cause of death worldwide, accounting for 17.9 million deaths annually. Stroke and heart attacks often go undetected due to their silent nature. This community service activity aimed to increase community knowledge about stroke and heart attacks and conduct early detection through health screening. The activity was conducted in Lalimbue Village, Kapoiala District, Konawe Regency on May 11 and 18, 2025. Methods included healthy exercise, educational talk show, first aid workshop, and health screening (blood pressure, blood glucose, cholesterol). Knowledge evaluation used pre-test and post-test with 10 questions. Results showed 56 participants on implementation day and 17 on follow-up. Pre-test showed 23% had good knowledge, 34% moderate, and 43% poor. Post-test showed 87% good knowledge and 13% moderate. Health screening found 10.7% with hypertension and 10.7% with diabetes mellitus on implementation day. Follow-up found 47.1% with hypertension and 23.5% with diabetes mellitus. This study concluded that health education is effective in increasing community knowledge about stroke and heart attack prevention, and health screening is important for early detection of cardiovascular and metabolic diseases.

Rahma Fitri Choirunnisa; Lukman Hakim; Kusno Ferianto; Mei Widiawati

Jurnal Ilmu Keperawatan dan Kebidanan 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Type 2 diabetes is a persistent medical condition with an increasing incidence that requires long-term treatment. One of the decisive factors in blood glucose control Patient self-awareness is a key variable examined in this study. The research was conducted to assess the relationship between self-awareness and blood glucose levels among individuals with type 2 diabetes in the Tuban Community Health Center area. A correlational analytic study with a cross-sectional design was utilized. The study involved a population of 135 patients, with a sample of 101 respondents selected using simple random sampling.Research data collection was conducted using a self-awareness questionnaire and a blood glucose observation sheet. Data analysis was performed using a chi-square test with a significance level of 0.05. The results of the analysis showed a p-value of 0.002 (p < 0.05), indicating a significant association between self-awareness and blood glucose levels. Based on these results, the study findings generally indicate that greater self-awareness typically allows for more optimal control of blood glucose levels.  

Teuku Nabhan Zuhdi; Sri Nurhayati Selian

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Diabetes mellitus is a chronic disease with a steadily increasing prevalence in Indonesia. This condition not only affects physical health but also requires patients to make significant lifestyle changes to maintain stable blood glucose levels. Efforts to adopt a healthy lifestyle such as regulating diet, exercising regularly, and managing stress are often met with various challenges. In this context, family support plays a crucial role in helping patients adapt and remain consistent in self-management. This study aims to describe the experiences of type 2 diabetes patients in maintaining a healthy lifestyle and the forms of family support they receive. A qualitative phenomenological approach was used, involving three participants undergoing outpatient treatment at RSUD Sultan Iskandar Muda Nagan Raya. Data were collected through in-depth interviews, observations, and documentation, then analyzed thematically. The findings show that patients face challenges in maintaining dietary control, consistent exercise, and emotional balance. However, family support such as reminding patients to take medication, providing healthy meals, and offering emotional motivation serves as a key factor that strengthens patients’ commitment to a healthy lifestyle. The study concludes that the success of diabetes management is highly influenced by active family involvement. Therefore, educational and health intervention programs should integrate families as essential partners in supporting patients with diabetes.

Ahsan, Tarmizi M; AP, Dion Kunto; Asri, Yuni

Jurnal ilmu Kesehatan Umum 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Background: Hypertension remains a major public health problem, particularly in primary health care settings. The coexistence of diabetes mellitus may contribute to increased hypertension severity; however, evidence from primary care data in Indonesia remains limited. Objective: This study aimed to examine the association between diabetes mellitus and hypertension severity among patients attending a primary health care center in Indonesia. Methods: A cross-sectional study was conducted using secondary data obtained from medical records at a primary health care center in 2025. A total of 84 patients with hypertension were included using total sampling. Hypertension severity was classified into stage 1 and stage 2. Bivariate analysis was performed using the Chi-square test or Fisher’s exact test as appropriate, with statistical significance set at p < 0.05. Data were analyzed using SPSS version 26. Results: Of the 84 participants, 33.3% had diabetes mellitus. Stage 2 hypertension was more prevalent than stage 1 hypertension. Diabetes mellitus was significantly associated with hypertension severity (p = 0.029), with a higher proportion of patients with diabetes mellitus presenting with stage 2 hypertension. Conclusion: Diabetes mellitus was significantly associated with greater hypertension severity in a primary health care setting. These findings highlight the importance of integrated management of diabetes mellitus in patients with hypertension at the prizary care level.

Amin, Asdar; Asri, Yuni; Maharani, Ananda Sagita

Jurnal ilmu Kesehatan Umum 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Background: Hypertension remains a major public health problem, particularly in primary health care settings. The coexistence of diabetes mellitus may contribute to increased hypertension severity; however, evidence from primary care data in Indonesia remains limited. Objective: This study aimed to examine the association between diabetes mellitus and hypertension severity among patients attending a primary health care center in Indonesia. Methods: A cross-sectional study was conducted using secondary data obtained from medical records at a primary health care center in 2025. A total of 84 patients with hypertension were included using total sampling. Hypertension severity was classified into stage 1 and stage 2. Bivariate analysis was performed using the Chi-square test or Fisher’s exact test as appropriate, with statistical significance set at p < 0.05. Data were analyzed using SPSS version 26. Results: Of the 84 participants, 33.3% had diabetes mellitus. Stage 2 hypertension was more prevalent than stage 1 hypertension. Diabetes mellitus was significantly associated with hypertension severity (p = 0.029), with a higher proportion of patients with diabetes mellitus presenting with stage 2 hypertension. Conclusion: Diabetes mellitus was significantly associated with greater hypertension severity in a primary health care setting. These findings highlight the importance of integrated management.

Nurmaya Azzahra; Andi Kartini Eka Yanti; Hidajah Hidajah

Jurnal Riset Rumpun Ilmu Kedokteran 2026 Pusat riset dan Inovasi Nasional

Hypertension and diabetes mellitus are two highly prevalent non-communicable diseases that often coexist as comorbidities, significantly increasing the risk of cardiovascular complications. The coexistence of these conditions accelerates the onset of atherosclerosis, diabetic nephropathy, and kidney failure, thereby requiring more comprehensive clinical management. One of the key parameters in diabetes management is fasting blood glucose (FBG), which reflects the balance of glucose metabolism after a fasting period. Chronic hyperglycemia is known to contribute to endothelial dysfunction, increased peripheral vascular resistance, and activation of the sympathetic nervous system and renin-angiotensin-aldosterone system, ultimately leading to elevated blood pressure. This study employed a systematic literature review approach, analyzing articles published between 2021 and 2025. Narrative synthesis was conducted across various study designs, including cross-sectional, cohort, and meta-analysis studies. The findings indicate that most studies support a significant association between FBG levels and blood pressure, although some reported varying results. Cohort studies provide stronger evidence that elevated FBG increases the risk of new-onset hypertension. Age, treatment adherence, and lifestyle factors were also identified as confounding variables influencing outcomes. Overall, the evidence highlights that glycemic control through FBG monitoring is essential in managing hypertension among diabetic patients. Multidisciplinary strategies, patient education, and strengthening of primary healthcare services are required to reduce cardiovascular risks. Longitudinal studies are recommended to deepen the understanding of the relationship between FBG and blood pressure and to reinforce the scientific basis for evidence-based clinical interventions.

Aurelia Putri Valencia Gawendaleng; Diana Shintawati Purwanto; Murniati Tiho

Jurnal Riset Rumpun Ilmu Kesehatan 2026 Pusat riset dan Inovasi Nasional

Diabetes mellitus (DM) is a global health problem characterized by increased blood glucose levels. Type 2 diabetes mellitus (T2DM) accounts for 90-95% of all diabetes cases and is characterized by insulin resistance. Persistent hyperglycemia in patients with T2DM increases the risk of various complications, including renal dysfunction. Therefore, monitoring HbA1c levels is important for assessing long-term glycemic control and preventing complications, one of which is impaired kidney function that can be detected through increased blood creatinine levels. To analyze the relationship between HbA1c levels and blood creatinine levels in type 2 diabetes mellitus patients at RSUD ODSK North Sulawesi Province. This study used an observational analytic design with a cross-sectional approach. This study was retrospective using secondary data in the form of medical record data for the period February 2024-August 2025. This study used a total sampling method with 71 patients who met the inclusion criteria. The findings showed that the majority of patients had HbA1c levels >6,5%, while most blood creatinine levels were within the normal range. Based on the results of the Spearman-Rank correlation test, a significance value of 0.040 (p-value <0.05) was obtained. There is a significant relationship between HbA1c levels and blood creatinine levels, with a negative correlation strength in patients with type 2 diabetes mellitus at RSUD ODSK North Sulawesi Province.

Ayu Zahrani; Tishya Fadiliafasha; Alif Rachman Chresandiputra; Najwa Chindykia Yuliasta; Moch Althof Naufal Ardhi +1 more

Jurnal Riset Rumpun Ilmu Kedokteran 2026 Pusat riset dan Inovasi Nasional

Benign Paroxysmal Positional Vertigo (BPPV) is the most common cause of peripheral vertigo, characterized by brief episodes of vertigo due to otoconia displacement. Although most previous studies have focused on intrinsic factors such as age, gender, osteoporosis, and metabolic disorders, evidence regarding the role of environmental factors, particularly occupational noise exposure, is limited. Chronic noise has the potential to affect vestibular function through both sensory and vascular mechanisms. This study aims to narratively review the effect of occupational noise exposure on the risk of BPPV by integrating clinical, epidemiological, and experimental findings. The method used is a literature-based narrative review of the PubMed, Scopus, Web of Science, and Google Scholar databases without year restrictions, using the keywords "BPPV", "occupational noise exposure", "vestibular dysfunction", "VEMP", and "otoconia displacement". The search results obtained 25 relevant articles linking BPPV to otolith, hormonal, vascular, lifestyle factors, and occupational noise exposure. The results indicate that chronic noise can cause sensory damage (otoconia and vestibular hair cells), vascular disorders (hypertension, cardiovascular disorders, and inner ear microvascular circulation disorders), and exacerbate lifestyle comorbidities (sedentary lifestyle, osteoporosis, hypertension, diabetes). The discussion confirms that these multifactorial mechanisms explain the susceptibility of industrial workers to BPPV despite normal hearing function. The conclusion of this study is that workplace noise exposure has been shown to play a significant role as a risk factor for BPPV, therefore, prevention strategies, vestibular health monitoring, and healthy lifestyle interventions need to be optimized in occupational health programs.

Rasool, Aqeel M.; Alaa Hussein J. Al-Qaisi

Jurnal Riset Ilmu Farmasi dan Kesehatan 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study investigates the levels of asprosin and irisin in patients with type 2 diabetes mellitus (T2DM) and diabetic nephropathy (DN), and evaluates their relationships with insulin resistance, glycemic control, and renal function. Additionally, it explores their diagnostic performance as potential non-invasive biomarkers for the early detection of DN using ROC curve analysis. A controlled prospective study was conducted involving 130 participants, categorized into healthy controls, T2DM patients, and T2DM with DN. Serum asprosin, irisin, and insulin levels were measured using ELISA, while biochemical and renal parameters such as fasting blood glucose, HbA1c, creatinine, urea, and eGFR were assessed using standard spectrophotometric techniques. ROC analysis was employed to assess the diagnostic accuracy of asprosin and irisin. Asprosin levels were significantly elevated, while irisin levels were markedly reduced in DN patients compared to T2DM and control groups (p < 0.001). Moreover, DN patients exhibited higher levels of fasting glucose, HbA1c, HOMA-IR, creatinine, and urea, with lower eGFR, indicating substantial renal dysfunction. ROC analysis revealed that asprosin had an AUC of 0.910 (95% CI: 0.839–0.981), with 90.0% sensitivity and 88.9% specificity at a cutoff value of 11.27 ng/mL. Irisin showed an AUC of 0.886 (95% CI: 0.812–0.960), with 95.0% sensitivity and 71.1% specificity at a 158.25 ng/mL cutoff. Asprosin and irisin are strongly associated with insulin resistance and renal impairment in patients with T2DM and DN. Their high diagnostic performance supports their utility as promising non-invasive biomarkers for the early detection and monitoring of diabetic nephropathy progression.

Samuel Lucman; Youla Annatje Assa; Stefana Helena Margaretha Kaligis

Jurnal Riset Rumpun Ilmu Kesehatan 2026 Pusat riset dan Inovasi Nasional

Type 2 Diabetes Mellitus (T2DM) is a global health problem with continuously increasing prevalence, covering the majority of diabetes cases worldwide. Persistent hyperglycemia in T2DM progressively damages the kidneys. Early assessment of kidney function, especially through the examination of urea levels and estimated glomerular filtration rate (eGFR) values, is important to predict CKD prognosis and guide therapeutic intervention. To discover the profile of urea levels and eGFR values in Type 2 Diabetes Mellitus patients at ODSK Hospital, North Sulawesi Province. This study is a descriptive quantitative observational study with a cross-sectional design, conducted retrospectively using secondary data from the medical records of Type 2 Diabetes Mellitus patients at ODSK Hospital, North Sulawesi Province during the period February 2024–August 2025 who met the inclusion criteria. From a total sample of 658 Type 2 Diabetes Mellitus patients, the majority of patients had high urea levels (53.3%). Based on sex, the proportion of high urea levels in males (57.2%) was higher compared to females (50.5%). Meanwhile, the distribution of eGFR values showed that the G1 category was the most frequent (23.9%). However, the majority of other patients (75.1%) were already in categories G2 to G5, which indicates a decrease in kidney function. This decrease in kidney function was slightly more detected in male patients (76.1%) compared to female patients (74.4%). Type 2 Diabetes Mellitus patients at ODSK Hospital, North Sulawesi Province, have high urea levels and the majority have decreased eGFR values.

Meylia Safira; Rosalia Putri; Noeroel Arham

Jurnal Riset Rumpun Ilmu Kesehatan 2026 Pusat riset dan Inovasi Nasional

The body may experience insulin resistance or an insufficient production of the hormone, blood sugar levels rise continuously, leading to a chronic metabolic condition called Type 2 Diabetes Mellitus. Among non-pharmacological approaches proven effective in managing hyperglycemia, physical exercise particularly the Prolanis workout program has shown notable benefits. This study assesses how joining the Prolanis Exercise Program influences blood glucose reduction in Type 2 Diabetes patients at Kuta Baro Health Center, Aceh Besar. This research utilized a quasi-experimental method applying a one-group pretest–posttest framework. Participants, numbering 25 individuals, were selected through an accidental sampling process.. Throughout a four-week implementation of the Prolanis Exercise Program, measurements of blood glucose levels were taken both prior to and subsequent to the program. The findings revealed a notable decline in mean blood sugar levels, decreasing from 158.84 mg/dL before the intervention to 121.92 mg/dL afterward. Based on the Paired Samples t-Test (p < 0.05), the Prolanis Exercise intervention was found to have a significant effect in lowering blood glucose levels. This finding demonstrates that regular participation in Prolanis Exercise serves as an effective non-pharmacological approach for controlling Type 2 Diabetes Mellitus. Community Health Centers are advised to consistently continue developing and facilitating routine Prolanis Exercise activities, in addition to providing ongoing education on healthy lifestyles to patients. Patients are expected to actively engage in this program as part of their diabetes self-management.

Sari Mariyati Dewi Nataprawira; Santoso, Alexander Halim; Mulyono, Alya Dwiana; Jeffrey Jeffrey

Jurnal Pengabdian Kepada Masyarakat 2026 Pusat Riset dan Inovasi Nasional

Introduction: Triglycerides are a lipids fractions that play an important role in energy metabolism, but high levels in the blood are strongly associated with increased risk of cardiovascular disease, metabolic syndrome, and type 2 diabetes. The prevalence of hypertriglyceridemia tends to increase, including in urban area such us West Jakarta which have high risk consumption patterns. This community service activity aimed to raise public awareness about the importance  lipid profile management with screen triglyceride levels in community of Kelurahan Kota Bambu. Method: The activity was conducted in June 2025, involving 168 adult participants. The method was used was health education on the role of triglycerides and their risk,, followed by laboratory testing using the Nesco BL-101 5in1 Lipid Panel Monitoring System. Triglyceride level was classified into normal, borderline, high, and very high categories according to the NCEP ATP III guidelines. Results: The average triglyceride level of the participants was 181.21 mg/dL, with a range of 47–830 mg/dL. The triglyceride levels of the majority of participants were in the normal category, but the proportion with high and very high triglyceride levels was significant, indicating the existence of a risk group that needs attention. Conclusion: This activity confirms that simple triglyceride testing at the community level can be an effective step in early detection, education, and prevention

Azhad, M. Hafiz; Pujimulyani, Dwiyati; Yulianto, Wisnu Adi

JITIPARI (Jurnal Ilmiah Teknologi dan Industri Pangan UNISRI) 2026 Universitas Slamet Riyadi Surakarta

Rice is a staple food for nearly two-thirds of the world's population, including Indonesians. Rice generally has a high glycemic index (GI) and cannot be consumed by diabetics.  Pratanak rice has a low GI, so it is recommended for diabetics. The study aimed to evaluate the effect of parboiled rice on the amount of LAB (Lactic Acid Bacteria), pH, and SCFA (Short-Chain Fatty Acids) of diabetic experimental animals. The research method consisted of 6 groups of rats with groups 1 (Cr and Mg fortified parboiled rice), 2 (Cr, Mg and cinnamon fortified parboiled rice), 3 (nonfortified parboiled rice), 4 (ciherang rice), 5 (standard feed for healthy rats), 6 (diabetic rats). All groups of rats were adapted for 3 days with standard feed and treatment for 14 days. LAB, pH, and SCFA were analyzed, statistical tests using One Way Anova if significantly different, followed by DMRT test. Giving chromium, magnesium, and cinnamon fortified rice gave a significant difference in the amount of LAB, pH, and SCFA feces between the treatment group and the control group. Thus, pre-cooked rice fortified with Cr, Mg, and cinnamon has the potential to be a healthier food option for individuals with diabetes.

Shirly Gunawan; Alexander Halim Santoso; Bryan Anna Wijaya

Jurnal Pengabdian Kepada Masyarakat 2026 Pusat Riset dan Inovasi Nasional

Chronic kidney disease (CKD) is a growing global health concern that frequently remains undiagnosed until advanced stages. Early detection through simple laboratory screening is essential to prevent disease progression and associated cardiometabolic complications. This community service program aimed to assess kidney function using serum creatinine and estimated glomerular filtration rate (eGFR), while increasing public awareness regarding CKD prevention. A total of 59 participants were included, with a mean age of 39.15 ± 15.39 years (range 16–75 years), predominantly female (74.58%). The mean serum creatinine level was 1.0 ± 0.19 mg/dL, and the mean eGFR was 91.08 ± 20.53 mL/min/1.73 m². Most participants demonstrated normal kidney function (28.8%) or mild decline (21.6%). A progressive reduction in eGFR with increasing age was observed, reflecting the physiological decline in nephron mass and renal perfusion. The program also provided education on kidney-protective practices, including optimal blood pressure control, diabetes management, adequate hydration, and avoidance of nephrotoxic agents. This intervention improved participants’ understanding of CKD risk factors and the importance of regular screening. In conclusion, serum creatinine and eGFR evaluation offer simple, accurate, and practical tools for early CKD detection, supporting promotive–preventive strategies to slow disease progression and enhance quality of life in at-risk populations.

Elisabeth Matrona Sintia Pareira; Lidwina Triastuti Listianingsih; Whisnu Trie Seno Ajie

International Journal of Health and Social Behavior 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Diabetes Mellitus (DM) is disease metabolic chronic which causes various complications including decline strength muscle extremities below , which impacts mobility and risk falls in the elderly . Research This aim analyze effectiveness of Resistance Exercise with combination of Tai Chi gymnastics against improvement strength leg muscles in the elderly with DM. Research design use quasi experimental one group pretest –posttest with amount sample of 32 elderly in the Community Seroja Cahya Kawaluyan Hospital . Intervention done for 3 months with frequency 3 times/ week , intensity moderate (50–70%), and duration 45 minutes . Strength muscle legs measured use leg dynamometer . Data not normally distributed (Shapiro-Wilk p < 0.05), so that analysis using the Wilcoxon test. The results showed 26 elderly experience improvement strength muscles , 3 experienced decrease , and 3 remains , with mark Asymp . Sig. 0.000 (< 0.05), so proven there is improvement strength significant leg muscles after intervention . Exercise program This can recommended as intervention safe and effective for elderly with DM for increase strength muscles and function mobility .

Yully Kurniawati; Salsabilla Az Zahra; Tyas Damastuti; Ida Nur Imamah

Jurnal Kemitraan Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

Background: One of the factors that can trigger diabetes mellitus is a diet high in carbohydrates. Therefore, it is important to educate the community to adopt a healthy lifestyle in order to prevent various diseases, particularly diabetes mellitus. Objective: The objective of this health education activity on the prevention and management of diabetes mellitus through the implementation of a healthy lifestyle is to improve the knowledge of families of diabetes mellitus patients regarding prevention and management by applying healthy lifestyle practices. Methods: The activity was carried out for patients and their families using demonstration and discussion methods supported by leaflet media. Results: The counseling activity successfully increased respondents’ knowledge about the importance of preventing and managing diabetes mellitus through the implementation of a healthy lifestyle.Conclusion: Of the four respondents who attended the health education session on the prevention and management of diabetes mellitus through healthy lifestyle implementation, all participants demonstrated an understanding of the importance of adopting a healthy lifestyle for preventing and managing diabetes mellitus.

Afifah Cahya Natasyari; Intan Heni Susiyanto; Erika Agusti Harsya; Pera Sari; Salsabila Salsabila +15 more

Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia 2025 Fakultas Teknik Universitas Maritim AMNI Semarang

Diabetes mellitus is a metabolic disorder characterized by chronic hyperglycemia which can lead to serious complications if not properly managed. This community service activity aimed to increase public knowledge regarding diabetes mellitus and its prevention among residents of Rejomulyo Village, Jati Agung District, South Lampung. The method used was health education through lectures supported by leaflets and blood glucose screening, followed by evaluation using pre-test and post-test. A total of 25 community members participated in this activity. The results showed a significant improvement in participants’ knowledge after the educational intervention. Pre-test results indicated limited understanding of blood glucose control and dietary management, while post-test results showed increased knowledge levels in both aspects. This activity demonstrates that health education is effective in improving community awareness and knowledge regarding diabetes mellitus prevention and management. This educational program is effective in increasing the knowledge of the people of Rejomulyo Village, Jati Agung District, South Lampung Regency regarding diabetes mellitus.

Kayubi Kayubi; Indra Ruswadi; Marsono, Marsono

Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia 2025 Fakultas Teknik Universitas Maritim AMNI Semarang

Depression is one of the mental health problems that often arise in patients with chronic diseases, such as diabetes mellitus, hypertension, and chronic kidney failure. This condition not only impacts the patient's quality of life, but also affects the treatment process and the burden on the family. However, mental health literacy in the community is still low, so targeted preventive and curative efforts are needed. The Community Service Program (PKM) aims to improve people's mental health through educational interventions with scientific booklet media that are easy to understand and apply. The activity method is carried out in a participatory manner, including the preparation stage, socialization, educational implementation, and evaluation. Education is provided to the community with a focus on preventing depression through a healthy lifestyle, stress management skills, and early intervention efforts by seeking professional support. Evaluation is carried out through pre-post tests, observations, and group discussions. The results of the activity showed an increase in public knowledge about depression, a change in attitudes to be more open in expressing feelings, as well as practical skills in relaxation, maintaining sleep patterns, and building social support. Participants also better understand the importance of seeking professional help when depressive symptoms are getting worse. The conclusion of this PKM is that the scientific booklet has proven to be effective as a preventive and curative educational intervention medium, and can be an innovative strategy in improving the mental health of people affected by chronic diseases.

M Daffa Adrian; Pareza Alam Jusia; Rudolf Sinaga; Azzahra Raihana Adriansyah; Mutammimah Mutammimah

Prosiding Seminar Nasional Ilmu Teknik 2025 Asosiasi Riset Ilmu Teknik Indonesia

Diabetes Mellitus is a group of metabolic diseases characterized by hyperglycemia resulting from defects in insulin secretion, insulin action or both. Hyperglycemia is a medical condition in the form of an increase in glucose levels beyond normal limits which is a characteristic of several diseases, especially Diabetes Mellitus, in addition to various other conditions. Diabetes Mellitus is currently a global health threat. Classification is one of the techniques of data mining that can be used to help predict the results of the classification of types of diabetes using the naïve Bayes algorithm. Testing was carried out using 5 evaluation models including rapid miner with 3 options, namely use training set, 5 Fold Cross-Validation, 10 Fold Cross-Validation, and 2 other evaluation models, namely Microsoft Excel and Python. Testing data regarding Diabetes Mellitus has high accuracy in the excel evaluation model, which is 89.00% compared to other evaluation models. Meanwhile, the lowest accuracy is the Python evaluation model which obtains an accuracy of 86.36%. The Naïve Bayes algorithm can be said to be one of the most effective algorithms, both in terms of calculations and the final results, where the test can be used as a basis for diabetes mellitus considering the accuracy results are above 85%.

Melda Septriani; Pareza Alam Jusia; Rudolf Sinaga; Shinta Renova Putri; Firyal Najla 'Afifah

Prosiding Seminar Nasional Ilmu Teknik 2025 Asosiasi Riset Ilmu Teknik Indonesia

Diabetes Mellitus is a disease caused by the failure of the pancreas organ in producing the hormone insulin in excess causing increased blood sugar levels and resulting in a lack of insulin. This study discusses the application of the k-means clustering method to determine risk factors for diabetes mellitus. By using the clustering method, data will be grouped into several clusters or groups which in this study compare by applying several data mining tools such as RapidMiner, SPSS, WEKA, and Python. From the results of the comparison carried out resulted in 5 calculations, namely the manual calculation of cluster 1 with a ratio value of 73% being the first priority, calculations using RapidMiner resulting in cluster 3 with a ratio value of 58% being the first priority, calculations using SPSS cluster 2 with a ratio value of 34% being the first priority, and calculations using Python produce cluster 1 with a ratio value of 55% being the first priority.