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All Journal Riau Journal of Computer Science Jurnal Kesehatan Komunitas Ensiklopedia of Journal Informatika : Jurnal Informatika, Manajemen dan Komputer Viva Medika: Jurnal Kesehatan, Kebidanan dan Keperawatan Jurnal Kesehatan Terpadu (Integrated Health Journal) Al-Tamimi Kesmas: Jurnal Ilmu Kesehatan Masyarakat (Journal of Public Health Sciences) Jurnal Teknologi Informasi dan Multimedia Surya Medika: Jurnal Ilmiah Ilmu Keperawatan dan Ilmu Kesehatan Masyarakat Jurnal Informasi dan Teknologi Journal of Robotics and Control (JRC) PREPOTIF : Jurnal Kesehatan Masyarakat Journal of Applied Engineering and Technological Science (JAETS) Community Engagement and Emergence Journal (CEEJ) Jurnal Ilmu Komputer Journal of Applied Data Sciences Jurnal Media Kesmas (Public Health Media) Jurnal Olahraga dan Kesehatan (Orkes) Jurnal Farmasi Indonesia RJOCS (Riau Journal of Computer Science) Media Penelitian dan Pengembangan Kesehatan
Devis, Yesica
Universitas Hang Tuah Pekanbaru
Aerospace Engineering Arts Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences

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Analisa Faktor Waktu Tunggu Pelayanan Resep di Rumah Sakit Pekanbaru Medical Center Mulya, Adrian; Ennimay, Ennimay; Devis, Yesica
JFIOnline | Print ISSN 1412-1107 | e-ISSN 2355-696X Vol. 15 No. 1 (2023): Jurnal Farmasi Indonesia
Publisher : Pengurus Pusat Ikatan Apoteker Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (431.541 KB) | DOI: 10.35617/jfionline.v15i1.141

Abstract

Abstract: The results of the Walk Through Audit (WTA) BPJS stated that the waiting time for talking out the drugs at the Pekanbaru Medical Center Hospital was one of the factors for the lateness of services to patients. After conducting a preliminary study, the data was found that the waiting time for taking out the drugs was over than minimum value of Standard Service. The purpose of this study was to analyze the factors that affected the waiting time for outpatient prescription drug services at Pekanbaru Medical Center Hospital. This study used a combination method (Mixed-Methods Sequential Explanatory Design), namely by combining quantitative and qualitative descriptive methods. From 70 samples obtained quantitative research data for type of patient, type of prescription, number of items in prescription, number of prescriptions in shifts and number of prescriptions based on drug availability which were  not factors that affected the waiting time for outpatient drug prescription services, this was based on the test All Chi-Square values ​​> 0.05, this meant that Ho was rejected or in other words it was not proved related to the waiting time of service. On the other hand the qualitative research with in-depth interviews and observations resulted in insufficient number of human resources, lack of human resource competence, unclear service process flow, inadequate facilities and infrastructure, especially the Sim-PEC network system and pharmacy installation room layout which haven’t fulfilled the standard caused the lateness of services or the length duration of waiting time for outpatient drug service became longer.
FAKTOR YANG BERHUBUNGAN DENGAN KECELAKAAN KERJA PADA PETUGAS PEMADAM KEBAKARAN DI KOTA PEKANBARU Muawwanah, Sholihatun; Syukaisih, Syukaisih; Muhamadiah, Muhamadiah; Devis, Yesica; Suherman, Suherman
Ensiklopedia of Journal Vol 7, No 4 (2025): Vol. 7 No. 4 Edisi 1 Juli 2025
Publisher : Lembaga Penelitian dan Penerbitan Hasil Penelitian Ensiklopedia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33559/eoj.v7i4.3189

Abstract

Occupational accidents experienced by firefighters can have serious impacts on their safety. Therefore, understanding the factors that influence the risk of occupational accidents is crucial. This study aims to identify the factors associated with occupational accidents among firefighters in Pekanbaru City in 2025.This research uses a quantitative method with a cross-sectional design. A total of 163 respondents were selected from a population of 277 firefighters using a proportional random sampling technique. The independent variables in this study include supervision, behavior, the implementation of Standard Operating Procedures (SOP), and the availability of Personal Protective Equipment (PPE). Data were collected through questionnaires and analyzed using the Chi-Square test. The results show a significant relationship between supervision and the incidence of occupational accidents (p-value = 0.0010, POR = 2.661), as well as the availability of PPE (p-value = 0.000, POR = 5.516). Meanwhile, no significant relationship was found between behavior and SOP implementation with the incidence of occupational accidents. Effective supervision and the adequate availability of PPE play a vital role in reducing the risk of occupational accidents among firefighters.The findings of this study are expected to serve as a basis for the Fire Department of Pekanbaru City in developing programs to improve occupational safety and to provide recommendations regarding training and the optimal provision of protective equipment. Keywords: Supervision, Behavior, SOP, Availability of PPE, Firefighters
Non-Medical Goods Logistics Management at Annisa Maternity and Child Hospital, Pekanbaru, 2024: Manajemen Logistik Barang Non Medis di Rumah Sakit Ibu dan Anak Annisa Pekanbaru Tahun 2024 Sando, Welly; Wahyudi, Arif; Devis, Yesica; Sonia P, Lam
Jurnal Olahraga dan Kesehatan (ORKES) Vol. 4 No. 2 (2025): Jurnal Olahrga dan Kesehatan (ORKES)
Publisher : Badnur Medisa Group

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Non-medical logistics as supporting equipment in perfecting and completing services at the Hospital that are beneficial for patients and Hospital employees. Hospital logistics has functions that are summarized in the logistics cycle including planning, procurement and storage. The planning process has been said to be going well because it has been carried out in accordance with existing procedures, however, in the procurement and storage process there are obstacles that have not been implemented effectively. So it is interesting for researchers to look at the logistics management of non-medical goods at RSIA Annisa. The aim is to determine the logistics management of non-medical goods at the RSIA Annisa Pekanbaru in 2024. The method used is descriptive qualitative research. The research was carried out in April-May 2024 at the RSIA Annisa. The informants in this research were 5 people consisting of the Financial Manager, Logistics Coordinator, PJ Logistics, Secretariat and Spirituality, and PJ IPSRS. The results of this research show that the logistics management of non-medical goods at the RSIA Annisa in terms of human resource input is still insufficient, facilities and infrastructure are still inadequate. The planning process has gone well, the procurement process has gone well but there are still obstacles to stock shortages, the storage process has gone well but the warehouse storage space is still insufficient. Existing obstacles still need to be evaluated to improve better logistics management of non-medical goods in the general support section and non-medical logistics warehouse at the RSIA Annisa Pekanbaru.
Optimization of Machine Learning Models for Risk Prediction of DHF Spread to Support Management Strategies in Urban Areas Devis, Yesica; Muhamadiah, Muhamadiah; Yulanda, Yulanda; Irawan, Yuda; Wahyuni, Refni
Journal of Applied Data Sciences Vol 6, No 4: December 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i4.898

Abstract

Dengue fever is an endemic disease that poses a serious threat to public health in tropical regions such as Indonesia. Efforts to control this disease require a data-based approach that is able to accurately predict the level of risk so that interventions can be targeted. This study aims to develop a predictive model of DHF risk using ensemble stacking method optimized with Optuna algorithm and integrated into an interactive dashboard based on Streamlit. The dataset used includes environmental, climate, and socio-demographic indicators from 2015 to 2024 with a total of 1,440 data entries. The preprocessing process includes normalization with Standard Scaler, feature selection using LASSO, and label data balancing with the SMOTE method. Model validation was performed using 10-Fold Cross Validation to ensure model generalization to new data. The stacking model is built with three basic algorithms, namely SVM, KNN, and Random Forest, which are combined using Logistic Regression as a meta-learner. The evaluation results show that the model is able to achieve an average accuracy of 97.57%, with high precision, recall, and f1-score values in all three prediction classes (low, medium, high). The ROC-AUC for each class also showed near-perfect performance. The implementation of the model in the Streamlit dashboard allows non-technical users such as health center or health office staff to perform regional risk prediction and obtain data-driven intervention recommendations automatically. This research not only contributes to the development of predictive technology, but also strengthens evidence-based health promotion practices in urban areas. Further research is recommended to integrate IoT-based real-time data and expand the scope of application areas.
Determinants of Health Workers' Performance in Tackling Rubella KLB in Kuantan Singingi District Citra Iskandar; Hetty Ismainar; Kiswanto; Endang Purnawati Rahayu; Yesica Devis; Musfardi Rustam
Viva Medika Vol 17 No 3 (2024)
Publisher : LPPM Universitas Harapan Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35960/vm.v17i3.1614

Abstract

Health workers play a key role in handling outbreaks, with performance influenced by factors such as ability, discipline, experience, perception, motivation, leadership support, and appreciation. Despite efforts, basic immunization coverage in recent years has not met the national target of 95%, underscoring the need for optimal health worker performance to achieve coverage goals, control rubella outbreaks, and protect vulnerable groups. This study, conducted at Sentajo and Perhentian Luas Health Centers from January to May 2024, analyzed factors affecting health worker performance in managing rubella outbreaks using a sample of 85 respondents and multivariate regression analysis. The findings indicated that awards (r = 0.377, P = 0.000), motivation (r = 0.336, P = 0.002), ability (r = 0.345, P = 0.000), and work experience (r = 0.302, P = 0.005) significantly influenced performance, with awards having the strongest impact. Conversely, leadership support, discipline, and perception had no significant effect on performance. Based on these results, the Kuantan Singingi District Health Office is advised to implement effective reward policies, such as performance bonuses and certificates of achievement, to boost health worker motivation and performance in handling rubella outbreaks. Enhancing health worker skills and rewarding good performance at the health centers can also help improve immunization rates and community protection against rubella. This approach could serve as a model for other health institutions aiming to increase immunization coverage and disease prevention efforts.
NURSES PRACTICES IN SEGREGATING SOLID HAZARDOUS MEDICAL WASTE Furqon, Al; Dewi, Oktavia; Herniwanti, Herniwanti; Devis, Yesica; Rahayu, Endang Purnawati; Trismon, Ignatius
Media Penelitian dan Pengembangan Kesehatan Vol. 35 No. 4 (2025): MEDIA PENELITIAN DAN PENGEMBANGAN KESEHATAN
Publisher : Poltekkes Kemenkes Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34011/jmp2k.v35i4.2445

Abstract

Limbah B3 medis padat dari rumah sakit berpotensi membahayakan kesehatan dan lingkungan jika tidak dikelola dengan baik. Penelitian ini bertujuan mengetahui perilaku perawat dalam pemilahan limbah B3 medis padat. Sampel berjumlah 136 diambil dengan teknik proportional sampling, dan data dianalisis menggunakan multiple logistic regression model prediksi dengan tujuan untuk mendapatkan model yang paling baik (fit) yang dapat menggambarkan hubungan variabel independen dan dependen. Hasil penelitian menunjukkan ada hubungan antara sarana dan fasilitas (p=0,003), peran kepala ruangan (p=0,015), ketersediaan informasi (p=0,032), sikap (p=0,045) dan supervisi (p=0,046) dengan perilaku perawat dalam pemilahan limbah B3 medis padat. Variabel paling dominan adalah sarana dan fasilitas (POR=3,463). Manajemen rumah sakit disarankan untuk melengkapi setiap ruang rawat inap dengan fasilitas pemilahan limbah yang sesuai standar (kantong plastik berwarna, safety box), Menarik wadah limbah non-standar dan menggantinya dengan yang sesuai regulasi limbah B3 medis, menyediakan buku saku dan pelatihan rutin tentang limbah B3 medis, serta meningkatkan sosialisasi dan monitoring SOP pemilahan limbah kepada perawat secara berkala. Manajemen limbah B3 padat yang baik di rumah sakit mencegah penularan penyakit, melindungi tenaga kesehatan, menjaga lingkungan, memastikan kepatuhan regulasi, meningkatkan efisiensi, dan membangun kepercayaan masyarakat.
PKM Upaya Peningkatan Kesehatan Lansia dan Manajemen Administrasi Berbasis Teknologi Informasi Pada Bina Keluarga Lansia (BKL) Kampung KB Mekar Wangi Pekanbaru Devis, Yesica; Irawan, Yuda; Hamid, Abdurrahman
Community Engagement and Emergence Journal (CEEJ) Vol. 4 No. 2 (2023): Community Engagement & Emergence Journal (CEEJ)
Publisher : Yayasan Riset dan Pengembangan Intelektual

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37385/ceej.v4i2.3220

Abstract

Bina Keluarga Lansia (BKL) Kampung KB Mekar Wangi Pekanbaru merupakan suatu kegiatan yang dilakukan secara berkelompok dan bertujuan untuk meningkatkan jangkauan pelayanan kesehatan lansia di masyarakat sehingga terbentuk pelayanan kesehatan yang sesuai dengan kebutuhan lansia di Kampung KB Mekar Wangi Kelurahan Tangkerang Barat Pekanbaru yang menjadi mitra dalam kegiatan PKM ini. Salah satu permasalahan yang sangat mendasar pada lansia adalah masalah kesehatan, sehingga diperlukan upaya untuk meningkatkan kesehatan kelompok lansia. Kader pada BKL Mekar Wangi berjumlah 22 orang dan memiliki pendidikan rata-rata SMA kebawah. Adapun 3 permasalahan prioritas yang dihadapi oleh mitra yaitu: 1) Minimnya pengetahuan kader tentang kesehatan lansia; 2) Pencatatan administrasi BKL masih dilakukan secara manual; dan 3) Minimnya peralatan kesehatan bagi BKL. Tujuan dari kegiatan PKM ini adalah untuk menyelesaikan permasalahan pada mitra Bina Keluarga Lansia Kampung KB Mekar Wangi yaitu upaya meningkatkan kesehatan lansia melalui pelatihan dan penyuluhan kepada kader lansia, penyuluhan kepada lansia, pengadaan peralatan pendukung kesehatan, dan perancangan sistem informasi untuk manajemen administrasi secara terkomputerisasi. Beberapa kegiatan yang telah selesai dilaksanakan pada kegiatan pengabdian yaitu perancangan aplikasi bina keluarga lansia, penyuluhan peningkatan pengetahuan para kader bina keluarga lansia, pelatihan penggunaan peralatan Kesehatan lansia, dan penyuluhan pentingnya posyandu lansia. Hasil dari evaluasi kegiatan menunjukkan bahwa tercapainya peningkatan kesehatan mitra, meningkatnya pelayanan mitra, dan meningkatnya pengetahuan mitra.
Co-Authors Afni Handayani Aldiga Rienarti Abidin Alhidayati, Alhidayati Alhidayati, Alhidayati Amalia, Risa Anggri Nurkumala Asih Anita Febriani arief wahyudi Arif Wahyudi Bakhrizal Budi Hartono Budi Hartono Candra, Leon Citra Iskandar Elmia Kursani Elsa Rosanti Ennimay, Ennimay Fahruzi ZA Firda Resty Furqon, Al Hamid, Abdurrahman Hayatul Husna Hayatul Husna Herlina Susmaneli Herman M. Purwonegoro Herniwanti Herniwanti Hetty Ismainar Kiki Megasari, Kiki Kiswanto Kiswanto Leon Candra Leonita, Emy M. Farhan Maulan Farha Maharani, Riri Marlina, Hastuti Maulana, M. Farhan Melnia Anisya Meriwati Mahyudin Mitra Mitra Muawwanah, Sholihatun Muhaimin, Abdi Muhamadiah Muhamadiah Muhamadiah, Muhamadiah Muhammad Musthofa Hilmi Musthofa Muhardi Muhardi Muhardi Mulya, Adrian Noveana Putri, Anisa Nurwahidah Nurwahidah Oktavia Dewi, Oktavia Putri, Sentika Nelta Rahayu, Endang Purnawati Rahmalisa, Uci Rahmi Oetari Refni Wahyuni Renaldi, Reno Ridwan, Junaina Riri Maharani Rustam, Musfardi Sakroni Indra Gunawan Sandhi Meiga Putra Sando, Welly Saputra, Guruh Siti Khanifaturrohmah Sonia P, Lam Suherman, Suherman Syukaisih Syukaisih Syukaisih Syukaisih, Syukaisih Taman Yani Tri Krianto Karjoso Trismon, Ignatius Welly Sando Widodo, M.Dedi Yendri, Naspi YOLA FEBRINA Yuda Irawan Yulanda, Yulanda Yurmida, Yurmida Yusmaini, Yusmaini