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All Journal International Journal of Public Health Excellence (IJPHE)
Zaim Anshari
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Health Professions Medicine & Pharmacology Nursing Public Health

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Classification of Lung Diseases Using The Naive Bayes Classifier Method at Madani Hospital Medan in 2025 Sulistiasari, Refi; Handi Effendi; Agus Sumedi; Lubis, Marlina Elfa; Zaim Anshari
International Journal of Public Health Excellence (IJPHE) Vol. 5 No. 2 (2026): January-May
Publisher : PT Inovasi Pratama Internasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55299/ijphe.v5i2.1733

Abstract

The lungs are one of the human organs that are very important in the respiration process. There are several types of lung diseases, including Asthma, Bronchitis, Dyspnea Pleural Effusion, Empyema, Emphysema, Pulmonary Fibrosis, Lung Cancer, Interstitial Lung Disease, Pleurisy, Pneumonia, COPD, Tuberculosis. In this case there are difficulties in the process of classifying lung diseases, because the symptoms shown by sufferers of lung disease have similarities between one lung disease and another. The purpose of this study is to classify lung diseases using the Naive Bayes Classifier method. This method was chosen because it only requires a little training data to determine the estimated parameters needed in the classification process. This research was conducted at Madani General Hospital, Medan Area District, Medan City, North Sumatra, from February 1, 2025 to April 1, 2025. The data taken were medical records of lung disease patients from January 1, 2025 to February 1, 2025, totaling 134 patient data containing 19 disease symptoms and 6 disease diagnoses. From the test results using the Rapidminer application and data separation in the form of 34 test data and 100 training data with a data ratio of 7:3, an accuracy value of 97.06 was obtained
Integration of Tropical Disease Screening in Reproductive Health Services at Amplas Community Health Center, North Sumatra Syahlis, Irwandi; Zaim Anshari; Mayang Sari Ayu; Lubis, Marlina Elfa; Miftahul Mardiyah
International Journal of Public Health Excellence (IJPHE) Vol. 5 No. 2 (2026): January-May
Publisher : PT Inovasi Pratama Internasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55299/ijphe.v5i2.1771

Abstract

Tropical diseases remain important determinants of reproductive health in endemic regions; However, screening for these infections is rarely integrated into reproductive health services at the primary care level. This fragmentation contributes to low early detection and an increased risk of complications among women of reproductive age. This community service program aims to develop and implement an integrated model for tropical disease screening within reproductive health services at Puskesmas Amplas, Medan City. The program employed a pre–post intervention design involving women of reproductive age (15–49 years) selected through stratified random sampling. The intervention included clinical screening, health education, and the strengthening of referral and integrated recording systems. The results demonstrated a significant increase in early detection coverage and participants' knowledge, with a substantial proportion of respondents identified as having previously undetected risk factors for tropical diseases. Implementation of the integrated service model also enhanced the capacity of primary healthcare providers in delivering promotional and preventive services. These findings indicate that integrating tropical disease screening into reproductive health services is an effective and scalable approach to strengthening primary healthcare systems in endemic areas and improving community reproductive health outcomes
Level of Public Knowledge Regarding The Transmission and Prevention of Dengue Fever in The Working Area of The Matsum City Public Health Center, Medan Zakaria Alfiani, Jacky; Aulia; Zaim Anshari; Budi Kurniawan
International Journal of Public Health Excellence (IJPHE) Vol. 5 No. 2 (2026): January-May
Publisher : PT Inovasi Pratama Internasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55299/ijphe.v5i2.1813

Abstract

Introduction: Dengue Hemorrhagic Fever (DHF) remains a major public health problem in Indonesia. Insufficient public knowledge about transmission and prevention contributes to high disease incidence. Objective: This study aimed to assess the level of community knowledge regarding DHF transmission and prevention in the working area of Puskesmas Kota Matsum, Medan Area District. Methods: An analytic survey with a cross-sectional design was conducted involving 98 respondents who had previously experienced DHF. Data were collected using structured questionnaires and analyzed using univariate and bivariate analysis. Results: Most respondents were female (56.1%) and aged 26–35 years (51.0%). Approximately 53.0% had good knowledge of DHF. A significant relationship was found between knowledge level and DHF prevention behavior (p < 0.05). Conclusion: Community knowledge is significantly associated with DHF prevention. Continuous health education is needed to reduce DHF incidence in the Puskesmas Kota Matsum area
Co-Authors A. Gani Agus Sumedi Anna Yusria Aulia Budi Kurniawan Efendi, Handi Handi Effendi Ichwan Alamsyah Lubis Lubis, Marlina Elfa Mayang Sari Ayu Miftahul Mardiyah Muammar Nurul Hidayati Murtafiah Siti Patimah Suci Indasari Sulistiasari, Refi Sumedi, Agus Syahlis, Irwandi Zakaria Alfiani, Jacky Zuhra Fauzia