Garuda - Garba Rujukan Digital

Optimasi Nilai K Pada Algoritma k-Means untuk Klasterisasi Data Pasien Covid-19 Moh. Fatkuroji; Fajrizal; Taslim; Eka Sabna; Kursiah Warti Ningsih
The Indonesian Journal of Computer Science Vol. 11 No. 2 (2022): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v11i2.3088

With the spread of Covid-19 to various countries, it is difficult for Governments and Health Agencies in the world to handle Covid-19 cases to date. The prevention carried out by the Government and Health Agencies in the world is carried out by giving vaccines to the public. However, in some places it is not implemented in accordance with PMK Number 84 of 2020 which prioritizes providing vaccines to the elderly. With the current density of the population in Indonesia, the administration of vaccines does not see who is prioritized first. The application of the k-means algorithm is carried out to cluster patients affected by Covid-19 on the Covid-19 case data obtained from kaggle.com in the form of patient data from January 1, 2020 to May 31, 2020 as many as 139119 cases. The results of clustering data on cases affected by Covid-19 with k=3 yielded a WCSS value of 6801292.2. Calculations of the K-Means Algorithm using the Google Collaboratory Tools resulted in clusters with the cases of patients affected by Covid-19 in Cluster-0 as many as 58.237 cases, in Cluster-1 as many as 53.932 cases, and in Cluster-2 as many as 26.950 cases.

Gambaran Deteksi Dini Kesehatan Sebagai Upaya Pencegahan Risiko Penyakit Berbasis Platform Kesehatan Digital Ningsih, Kursiah Warti; Kursiah Warti Ningsih; Rahmi Pramulia Fitri; Dwi Sapta Aryantiningsih; Suryani; Winda Parlin; Roza Asnel; Tengku Hartian; Rahmat Saputra; Mailiza Cahyani; Yoga Saputra
HEALTH CARE: JURNAL KESEHATAN Vol 14 No 2 (2025): Health Care : Jurnal Kesehatan
Publisher : IKES Payung Negeri Pekanbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36763/afyt9991

Early health detection is an important strategy in preventing disease risks in the community. Through routine health checks, disease risk factors can be identified early so that preventive interventions can be carried out appropriately. However, the utilization of early health detection services at the community level, especially in rural areas, is still not optimal. This study aims to describe early health detection as an effort to prevent disease risks in the community of Hamlet 1, Baru Village, Kampar Regency. This study is a descriptive study with a survey approach. The subjects were 312 heads of families domiciled in Hamlet 1, Baru Village, Kampar Regency. Data were collected through family data collection using a health platform that includes routine health check behavior for non-communicable diseases, early detection of cervical cancer, smoking behavior in the home, and infant immunization coverage by age group. Most families have not undergone routine health checks at least every 6 months, specifically abdominal circumference examinations (80.45%), early detection of cervical cancer (92.63%), blood sugar (59.62%), and cholesterol (58.97%). In addition, 43.27% of family members smoke in the home. Infant immunization coverage shows disparities across almost all age groups, particularly for follow-up immunizations such as PCV, Rotavirus, Influenza, MR, JE, Varicella, and Hepatitis A. The persistently low early detection of NCDs and suboptimal infant immunization coverage highlight the need to strengthen health education, increase access to services, and strengthen the role of families and health workers at the community level.

Gambaran Deteksi Dini Kesehatan Sebagai Upaya Pencegahan Risiko Penyakit Berbasis Platform Kesehatan Digital Ningsih, Kursiah Warti; Kursiah Warti Ningsih; Rahmi Pramulia Fitri; Dwi Sapta Aryantiningsih; Suryani; Winda Parlin; Roza Asnel; Tengku Hartian; Rahmat Saputra; Mailiza Cahyani; Yoga Saputra
HEALTH CARE: JURNAL KESEHATAN Vol 14 No 2 (2025): Health Care : Jurnal Kesehatan
Publisher : IKES Payung Negeri Pekanbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36763/afyt9991

Early health detection is an important strategy in preventing disease risks in the community. Through routine health checks, disease risk factors can be identified early so that preventive interventions can be carried out appropriately. However, the utilization of early health detection services at the community level, especially in rural areas, is still not optimal. This study aims to describe early health detection as an effort to prevent disease risks in the community of Hamlet 1, Baru Village, Kampar Regency. This study is a descriptive study with a survey approach. The subjects were 312 heads of families domiciled in Hamlet 1, Baru Village, Kampar Regency. Data were collected through family data collection using a health platform that includes routine health check behavior for non-communicable diseases, early detection of cervical cancer, smoking behavior in the home, and infant immunization coverage by age group. Most families have not undergone routine health checks at least every 6 months, specifically abdominal circumference examinations (80.45%), early detection of cervical cancer (92.63%), blood sugar (59.62%), and cholesterol (58.97%). In addition, 43.27% of family members smoke in the home. Infant immunization coverage shows disparities across almost all age groups, particularly for follow-up immunizations such as PCV, Rotavirus, Influenza, MR, JE, Varicella, and Hepatitis A. The persistently low early detection of NCDs and suboptimal infant immunization coverage highlight the need to strengthen health education, increase access to services, and strengthen the role of families and health workers at the community level.

HUBUNGAN KELELAHAN KERJA DAN KARAKTERISTIK INDIVIDU TERHADAP TEKANAN DARAH PADA DRIVER DI TRAC-ASTRA RENT A CAR PEKANBARU Aziah Yunita; Kursiah Warti Ningsih; Iyang Maisi Fitriani; Tengku Hartian Silawati Ningsih
Al Tamimi Kesmas: Jurnal Ilmu Kesehatan Masyarakat (Journal of Public Health Sciences) Vol 14 No 2 (2025): Al-Tamimi Kesmas: Jurnal Ilmu Kesehatan Masyarakat (Journal of Public Health Sci
Publisher : Institut Kesehatan dan Teknologi Al Insyirah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35328/kesmas.v14i2.3054

Tekanan darah merupakan penyebab utama dari timbulnya penyakit yang berhubungan dengan kardiovaskular (Abbas et al., 2024). Tekanan darah terjadi akibat dorongan yang dihasilkan oleh darah di dalam arteri ketika jantung memompa darah ke seluruh tubuh. Hipertensi juga didefinisikan sebagai tekanan darah sistolik ≥ 140 mmHg dan atau tekanan darah diastolik ≥ 90 mmHg (Hartoyo, 2024). Tujuan penelitian untuk mengetahui hubungan kelelahan kerja dan karakteristik individu terhadap tekanan darah. Penelitian ini dilakukan di TRAC-Astra Rent A Car Pekanbaru menggunakan metode kuantitatif dengan uji Chi Square. Instrumen penelitian menggunakan Sphygmomanometer Digital dan Kuesioner FAS (Fatigue Assesment Scale). Hasil penelitian menunjukkan variabel yang memiliki hubungan terhadap tekanan darah adalah kelelahan kerja (P value = 0,030 < 0,05) dan riwayat keluarga (P value = 0,004 < 0,05), sedangkan yang tidak berhubungan terhadap tekanan darah adalah usia (P value = 0,500 > 0,05), kebiasaan merokok (P value = 0,643 > 0,05), dan lama kerja (P value = 0,441 > 0,05). Saran untuk driver yang mengalami kelelahan kerja dan memiliki riwayat hipertensi dari keluarga yaitu istirahat sebelum melakukan perjalanan, melakukan peregangan, dan menjaga pola makan.

PENGARUH KUALITAS PELAYANAN TERHADAP KUNJUNGAN ULANG PASIEN KB DI PUSKESMAS MELUR KOTA PEKANBARU TAHUN 2025 Rubia Leilani; Kursiah Warti Ningsih; Iyang Maisi Fitriani; Rahmat Saputra
Al Tamimi Kesmas: Jurnal Ilmu Kesehatan Masyarakat (Journal of Public Health Sciences) Vol 14 No 2 (2025): Al-Tamimi Kesmas: Jurnal Ilmu Kesehatan Masyarakat (Journal of Public Health Sci
Publisher : Institut Kesehatan dan Teknologi Al Insyirah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35328/kesmas.v14i2.3057

Pengaruh kualitas pelayanan terhadap kunjungan ulang adalah hubungan antara mutu layanan yang diterima pasien dengan keputusannya untuk kembali menggunakan layanan di kemudian hari. Pelayanan yang baik cenderung meningkatkan minat kunjungan ulang, sedangkan pelayanan yang buruk dapat menurunkannya. Tujuan Penelitian untuk menganalisis seberapa besar Pengaruh Kualitas Pelayanan Terhadap Kunjungan Ulang Pasien KB di Puskesmas Melur Kota Pekanbaru Tahun 2025.Jenis penelitian ini adalah penelitian kuantitatif dengan pendekatan Cross Sectional. Penelitian ini dilakukan dengan menggunakan teknik total sampling yaitu seluruh populasi responden yang akan dijadikan sampel. Hasil analisis univariat menunjukkan bahwa mayoritas responden berminat berkunjung ulang (54%).Analisis bivariat dengan uji Chi-Square menunjukkan bahwa tidak ada pengaruh antara Tangible (p = 0.504), Reliability (p = 0.143), Responsiveness (p = 0.987), Assurance (p = 0.770) dengan kunjungan ulang pasien KB di Puskesmas Melur Pekanbaru. Dan ada pengaruh antara Emphaty (p = 0.041) dengan kunjungan ulang pasien KB di Puskesmas Melur Pekanbaru. Kesimpulan dari penelitian ini adalah ada pengaruh dimensi Emphaty dalam kualitas pelayanan terhadap kunjungan ulang pasien KB di Puskesmas Melur Kota Pekanbaru Tahun 2025. Disarankanagar penelitian ini dapat dijadikan bahan perbandingan untuk penelitian selanjutnya dan menjadi bahan evaluasi untuk meningkatkan mutu layanan dan loyalitas pasien di Puskesmas Melur Pekanbaru Tahun2025. Peneliti selanjutnya disarankan untuk mengembangkan dan melanjutkan penelitian ini dengan menggunakan pendekatan kualitatif guna memperoleh pemahaman yang mendalam dan lebih komprehensif.

SITUASI KESEHATAN MASYARAKAT DI KECAMATAN KULIM KELURAHAN KULIM 2022 Suryani Suryani; Rahmi Pramulia; Kursiah Warti Ningsih; Roza Asnel; Winda Parlin; Dwi Sapta Aryantiningsih
Jurnal Pengabdian Masyarakat Multidisiplin Vol 5 No 3 (2022): Juni
Publisher : LPPM Universitas Abdurrab

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36341/jpm.v5i3.2476

The Healthy Indonesia Program is implemented with 3 main pillars, namely a healthy paradigm, strengthening health services and national health insurance: 1) the pillars of a healthy paradigm are carried out with a strategy of mainstreaming health in development, strengthening preventive promotions and community empowerment; 2) strengthening of health services is carried out with a strategy of increasing access to health services, optimizing the referral system and improving the quality of health services, using a continuum of care approach and health risk-based interventions; 3) Meanwhile, national health insurance is carried out with a strategy of expanding targets and benefits as well as quality control and cost control (Kemenkes RI 2019). The current state of public health in general has not been able to meet the expected goals due to a lack of public understanding regarding health checks every 6 months. Therefore, an assessment of health problems was carried out which took place from January 26, 2022 to February 10, 2022 which was carried out in the Kulim Village, Kulim District. The purpose of this activity is to analyze or see the public health picture in the Kulim sub-district, Kulim sub-district, hold 2022. The results of the data collection obtained 5 (five) joint problems raised, namely 1. Health checks every 6 months, 2. No physical activity, 3. No using a mask, 4. Not washing hands, 5. Not consuming fruits and vegetables. So that further community empowerment activities will be carried out to overcome these problems Keywords: Kulim village, health check every 6 months, Public Health

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