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Medical Record Analysis to Predict Heart Failure Patient Survival Using Data Mining Irma, Ade; Cholifatul Izza, Nurril
Jurnal Manajemen Informasi Kesehatan (Health Information Management) Vol. 9 No. 1 (2024): Health Information and Management
Publisher : Sekolah Tinggi Ilmu Kesehatan Sapta Bakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51851/jmis.v9i1.468

Research on heart failure patient medical record analysis is a complex healthcare issue with broad implications across various sectors. The primary focus is on extracting insights from large and complex data sets, using ensemble algorithms such as Random Forest, Extreme Gradient Boosting, Extra Tree, and AdaBoost. The results showed that Random Forest performed best with an accuracy of 0.84% and an AUC of 0.89 across 299 medical records sampled in this study. This indicates high effectiveness in classifying patients based on their survival potential. Data mining can significantly support evidence-based medical decision-making and improve heart failure disease management by providing deeper insights through the identification of patterns and correlations in health data. This approach enables improved patient care quality and provides methodological recommendations for future clinical practice.

Peningkatan Kompetensi Kader Posyandu Lansia Dalam Merawat Luka Meiliani Yulis, Dian; Fitriyani, Lia; Purwoto, Ady; Cholifatul Izza, Nurril; Fahri, Ahmad; Suprapto, Suprapto
Journal Pengabdian Masyarakat Politeknik Sandi Karsa Vol 2 No 1 (2023): Abdimas Polsaka
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat,Politeknik Sandi Karsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35816/abdimaspolsaka.v2i1.24

Background: Health development is a way to increase awareness, willingness, and ability to live a healthy life for everyone to realize an optimal degree of public health. Attitudes, skills, and knowledge in the implementation of public health activities. Objective: This service improves the competence of elderly posyandu cadres in caring for wounds. Method: Used in this devotion health counseling. As a measuring tool to assess the effectiveness of the counseling, pre-test, and post-test questions is given. Results: Devotion showed an increase in respondents' knowledge before and after the provision of health education. Conclusion: The knowledge of the respondent's diabetes wounds after being given health education has increased. So the existence of health education can affect the knowledge of the elderly. It is hoped that after being given public health counseling, they can apply the education given to minimize the risk of complications of diabetic wounds.

Edukasi Kesehatan Tentang Penyakit Diabetes Melitus bagi Masyarakat Aminuddin, Aminuddin; Sima, Yenny; Cholifatul Izza, Nurril; Syamsi Norma Lalla, Nur; Arda, Darmi
Journal Pengabdian Masyarakat Politeknik Sandi Karsa Vol 2 No 1 (2023): Abdimas Polsaka
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat,Politeknik Sandi Karsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35816/abdimaspolsaka.v2i1.25

Background: Diabetes mellitus is a chronic disease that occurs when the pancreas cannot produce enough insulin or the body cannot use the insulin produced effectively. Insulin is a hormone that regulates blood sugar. Purpose of service: To provide health education about diabetes mellitus for the community. Method: This service activity is carried out through direct observation of the community and dor to dor education. Results show that counseling can increase the knowledge of each Pretest by 48% and Posttest by 78%. Conclusion: Their knowledge is also increased by providing health education to the public. This community service activity can have an impact on improving the degree of public health.

Edukasi Kader Tuberkulosis dalam Penemuan Kasus Tuberkulosis dengan Pendeketan Theory of Planned Behavior Fitriyani, Lia; Cholifatul Izza, Nurril; Purwadi, Hendro; Aulia Putri, Natasya Rizky
Jurnal ABDIMAS-HIP Pengabdian Kepada Masyarakat Vol 6 No 1 (2025): Jurnal ABDIMAS-HIP Pengabdian Kepada Masyarakat
Publisher : LPPM Akbid Harapan Ibu Pekalongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37402/abdimaship.vol6.iss1.379

Indonesia has the third highest number of tuberculosis cases in the world after India and China. The most cases of tuberculosis occur in West Java, which is 73%. In 2021, there were 3,962 cases of tuberculosis in Depok City. TB case detection behavior is predictable, and the intent, purpose, and intent to carry out TB case detection are influenced by attitudes towards these behaviors, subjective norms, and perceived behavioral control (PBC). This community service activity was carried out in Depok City. This activity will be carried out for two months from April to May 2024. The number of participants in this activity was 30 people. The stages of this activity include preparation, implementation, monitoring, and evaluation. The results of this study show that education based on Theory of Planned Behavior (TPB) changes executive knowledge and behavior to be effective in detecting tuberculosis cases.

Edukasi Kader Tuberkulosis dalam Penemuan Kasus Tuberkulosis dengan Pendeketan Theory of Planned Behavior Fitriyani, Lia; Cholifatul Izza, Nurril; Purwadi, Hendro; Aulia Putri, Natasya Rizky
Jurnal ABDIMAS-HIP Pengabdian Kepada Masyarakat Vol. 6 No. 1 (2025): Jurnal ABDIMAS-HIP Pengabdian Kepada Masyarakat
Publisher : LPPM Akbid Harapan Ibu Pekalongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37402/abdimaship.vol6.iss1.379

Indonesia has the third highest number of tuberculosis cases in the world after India and China. The most cases of tuberculosis occur in West Java, which is 73%. In 2021, there were 3,962 cases of tuberculosis in Depok City. TB case detection behavior is predictable, and the intent, purpose, and intent to carry out TB case detection are influenced by attitudes towards these behaviors, subjective norms, and perceived behavioral control (PBC). This community service activity was carried out in Depok City. This activity will be carried out for two months from April to May 2024. The number of participants in this activity was 30 people. The stages of this activity include preparation, implementation, monitoring, and evaluation. The results of this study show that education based on Theory of Planned Behavior (TPB) changes executive knowledge and behavior to be effective in detecting tuberculosis cases.

Analisis Rekam Medis dengan Metode Data Mining untuk Memprediksi Faktor Risiko Stunting dalam Kesehatan Masyarakat Cholifatul Izza, Nurril; Rizmayanti, Ade Irma
Jurnal Manajemen Informasi dan Administrasi Kesehatan Vol. 7 No. 1 (2024): JMIAK
Publisher : Program Studi D3 Rekam Medis dan Informasi Kesehatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32585/jmiak.v7i1.5192

Stunting adalah kondisi serius yang disebabkan oleh malnutrisi berkepanjangan dan infeksi berulang, menghambat pertumbuhan fisik dan perkembangan kognitif anak-anak. Kondisi ini mempengaruhi jutaan anak di seluruh dunia, terutama di negara-negara berkembang, dan memiliki dampak jangka panjang terhadap kesehatan, pendidikan, dan potensi ekonomi mereka. Dalam penelitian ini, data rekam medis terhadap kejadian stunting dianalisis dengan menggunakan 121.000 dataset. Data tersebut diklasifikasikan ke dalam empat status gizi: normal, stunted, tinggi, dan severely stunted, berdasarkan empat variabel utama yaitu usia, jenis kelamin, tinggi badan sebagai label, dan status gizi sebagai variabel target. Model Random forest digunakan untuk menguji keakuratan model dalam memprediksi status gizi anak-anak. Hasil analisis menunjukkan bahwa model ini sangat akurat, dengan nilai rata-rata akurasi sebesar 0,9990 setelah dilakukan 10 kali cross-validation. Temuan ini menunjukkan bahwa Random forest merupakan model yang efektif dalam memprediksi status gizi anak-anak dan dapat digunakan untuk membantu intervensi kesehatan yang lebih tepat sasaran. Penelitian ini juga menyoroti pentingnya penggunaan data rekam medis yang komprehensif dalam pemantauan kesehatan populasi anak-anak

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