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Diagnosis of Stroke and Diabetes Mellitus With Classification Techniques Using Decision Tree Method Mudafiq Riyan Pratama; Arinda Lironika Suryana; Gamasiano Alfiansyah; Zora Olivia; Ida Nurmawati; Prawidya Destarianto
International Journal of Health and Information System Vol. 2 No. 1 (2024): May
Publisher : Indonesian Journal Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47134/ijhis.v2i1.36

Abstract

: Stroke is a cerebral vascular disease characterized by the death of brain tissue that occurs due to reduced blood and oxygen flow to the brain. Ischemic stroke is associated with diabetes mellitus, therefore it is important to identify the risk factors that cause stroke and DM by diagnostic cause of the disease. This study aimed to classify and compare accuracy tests on medical record data sets for stroke and DM. This study analyzed the diagnosis of stroke and DM using Decision Tree. The risk factors consisted of gender, age, blood pressure, nutritional status, smoking, history of DM, and history of hypertension. The results of the analysis using the Decision Tree method showed that the accuracy rate was 86.67%, which means that the modeling has a good level of correctness of the prediction results. We conclude that the Decision Tree method was an accurate method for detecting stroke and DM.
Analysis of Factors Causing Incomplete Filling of Medical Resumes at Pratama Clinic Rossalina Wijayanti; Azza Ferista Delvia NB; Ervina Rachmawati; Gamasiano Alfiansyah
International Journal of Health and Information System Vol. 2 No. 1 (2024): May
Publisher : Indonesian Journal Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47134/ijhis.v2i1.42

Abstract

The number of incomplete inpatient medical resumes at the Pratama Clinic from January to March 2024 was 56.7%. This shows that there are still several items of medical resume forms that are not complete according to the SPM which is 100%. This research aims to analyze the factors causing incomplete filling out medical resume forms for inpatients at the Pratama Clinic. This type of research is qualitative with data collection techniques of in-depth interviews, observation, and documentation. The subjects in this study were 2 doctors, 4 nurses, and 2 medical records officer. Results research on factors causing incompleteness include lack of knowledge of doctors and nurses regarding filling time standards medical resume form, lack of responsibility of doctors and nurses towards filling, doctors and nurses have never attended filling training medical resume form, absence of SOP and strict punishment for doctors and nurses.
Hubungan Kualitas Pelayanan (Service Quality) dengan Kepuasan Pasien Rawat Inap di Rumah Sakit: Literature Review Yusfa Ike Rustiana; Ervina Rachmawati; Atma Deharja; Gamasiano Alfiansyah
Jurnal Penelitian Kesehatan SUARA FORIKES 2023
Publisher : FORIKES

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33846/sf.v0i0.3151

Abstract

Kualitas pelayanan rumah sakit memiliki hubungan yang sangat erat dengan kepuasan pasien. Kepuasan pasien akan timbul apabila kinerja layanan kesehatan yang diperolehnya melebihi harapannya. Namun angka kepuasan pasien pada instalasi rawat inap di rumah sakit belum mencapai standar kepuasan yang telah ditetapkan. Tujuan dari penelitian ini adalah menganalisis hubungan antara kualitas pelayanan (service quality) dengan kepuasan pasien rawat inap di rumah sakit. Metode penelitian ini adalah literature review dengan menggunakan artikel yang dipublikasikan tahun 2011-2021 pada 3 database yaitu Portal Garuda, Crossref, dan Google Scholar sejumlah 14 artikel yang memenuhi kriteria. Berdasarkan hasil studi literatur dari artikel yang telah diperoleh, peneliti mengemukakan bahwa hasil uji antara kualitas pelayanan kesehatan berdasarkan lima dimensi servqual (reliability, assurance, tangibles, empathy, responsiveness) dengan kepuasan pasien rawat inap di rumah sakit memiliki nilai signifikansi yang berbeda-beda pada setiap dimensinya. Terdapat 11 literature yang menunjukkan adanya hubungan kelima dimensi kualitas pelayanan kesehatan dengan kepuasan pasien dan 3 literature menunjukkan tidak adanya hubungan terhadap beberapa dimensi. Saran yang dapat diberikan peneliti untuk pihak rumah sakit yaitu dengan meningkatkan ketepatan waktu pelayanan kepada pasien. Rumah sakit perlu mengadakan pelatihan keterampilan petugas secara berkala, memastikan bahwa seluruh pelayanan bebas risiko dengan selalu menjaga kebersihan dan kenyamanan ruang rawat inap serta melakukan pemeliharaan sarana dan prasarana secara berkala. Perlu adanya motivasi dari petugas kesehatan untuk proses penyembuhan pasien dan diharapkan pihak rumah sakit dapat memahami keluhan dan kebutuhan pasien dengan selalu mendengarkan dan memberikan solusi permasalahan pasien.