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All Journal Jurnal Kebijakan Kesehatan Indonesia Jurnal Promkes: The Indonesian Journal of Health Promotion and Health Education HIGEIA (Journal of Public Health Research and Development) JURNAL INSTEK (Informatika Sains dan Teknologi) Health Information : Jurnal Penelitian Jurnal Abdidas Jurnal Pengabdian UNDIKMA Jurnal Teknik Informatika (JUTIF) Community Empowerment Hang Tuah Medical Journal International Journal of Health Literacy and Science
Widianawati, Evina
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Pendampingan Aplikasi Personal Health Record Berbasis AI untuk Deteksi Dini dan Monitoring Penyakit Kronis bagi Warga Desa Kalongan Kabupaten Semarang Widianawati, Evina; Pantiawati, Ika; Wulan, Widya Ratna; Kusuma, Edi Jaya
Jurnal Pengabdian UNDIKMA Vol. 6 No. 1 (2025): February
Publisher : LPPM Universitas Pendidikan Mandalika (UNDIKMA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/jpu.v6i1.13276

Abstract

This community service activity aims to improve the knowledge, attitudes, and behaviors of residents in Kalongan Village, Semarang Regency, for early detection and monitoring of chronic diseases through the use of an Artificial Intelligence (AI)-based Personal Health Record (PHR) application. The implementation method of this service included Survey, Socialization and Mentoring the practice of using the PHR-AI application. The evaluation instrument used a questionnaire and the data was analyzed descriptively in percentage growth. The results of this activity showed active participation from all attendees in discussions and socialization sessions on chronic diseases, PHBS, and the PHR-AI application for chronic disease detection. There was a significant improvement in participants’ knowledge, attitudes, and behaviors, indicating that the socialization of the PHR-AI application was highly beneficial in raising awareness about chronic disease risk factors. Participants were able to understand and practice the material presented during the sessions, which involved a combination of presentations, hands-on practice, and discussions. Additionally, participants actively consulted with facilitators during health screenings and enthusiastically joined the exercise sessions to maintain their health.
Dampak Harga Rokok, Displai Toko, Covid-19, dan Tarif Cukai konsumsi Rokok Agiwahyuanto, Faik; Widianawati, Evina; Wulan, Widya Ratna
Jurnal Kebijakan Kesehatan Indonesia Vol 11, No 2 (2022): June
Publisher : Center for Health Policy and Management

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/jkki.74511

Abstract

Indonesia menjadi negara ketiga dengan jumlah perokok terbanyak di dunia setelah China dan India. Jumlah perokok di Indonesia cenderung meningkat dari jumlah penduduk Indonesia. Faktor-faktor yang berdampak pada konsumsi rokok antara lain harga rokok, displai toko, pandemi Covid-19, dan tarif cukai. Penelitian ini bertujuan untuk mengkaji dampak harga rokok, displai toko, covid-19, dan tarif cukai terhadap konsumsi rokok. Penelitian ini menggunakan metode kualitatif. Penelitian ini dilakukan sejak 16 Oktober hingga 13 November 2020. Instrumen penelitian menggunakan lembar wawancara mendalam dan langsung dengan peserta. Wawancara ditranskripsi kata demi kata dan dianalisis menggunakan adaptasi Haase dari fenomenologis Colaizzi. Analisis data penelitian menggunakan analisis konten dengan perangkat lunak Atlas.ti. Hasil penelitian menunjukkan bahwa harga rokok, displai toko, covid-19, dan tarif cukai tidak berdampak pada konsumsi rokok.
Telemedicine and Preventive Behaviors in Type 2 Diabetes: A Prolanis Study in Semarang, Indonesia WULAN, WIDYA RATNA; Pantiawati, Ika; Widianawati, Evina; Wulandari, Fitria
Jurnal Promkes: The Indonesian Journal of Health Promotion and Health Education Vol. 14 No. SI1 (2026): Jurnal Promkes: The Indonesian Journal of Health Promotion and Health Educat
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/jpk.V14.ISI1.2026.80-85

Abstract

Background: Type 2 Diabetes Mellitus (T2DM) represents an increasing public health challenge in Indonesia, placing considerable pressure on the country healthcare infrastructure. The Prolanis program, a nationwide initiative for managing chronic diseases, incorporates telemedicine to encourage preventive practices among patients with T2DM. Objective: This research sought to investigate the relationship between knowledge, attitudes, and perceptions regarding telemedicine and preventive behaviors for T2DM among participants in the Prolanis program in Indonesia. Methods: A cross-sectional quantitative study was carried out involving 157 Prolanis participants (including 100 individuals diagnosed with T2DM) in Semarang. Data collection employed validated questionnaires designed to evaluate knowledge, attitudes, and perceptions of telemedicine in connection with T2DM preventive behaviors. Associations between these factors and preventive behaviors were analyzed using the Mann-Whitney test. Results: Approximately  47.1% of respondents demonstrated a good level of knowledge about T2DM. Attitudes toward telemedicine within the Prolanis program remained predominantly negative (59.0%), whereas 68.3% exhibited positive perceptions of telemedicine. No statistically significant associations were identified between knowledge (p=0.281), attitudes (p=0.162), or perceptions (p=0.229) of telemedicine and T2DM preventive behaviors among the participants. Conclusion: Knowledge, attitudes, and perceptions of telemedicine do not significantly affect preventive behaviors related to T2DM. These results indicate that existing telemedicine approaches in the Prolanis program may need improvement, potentially through customized educational efforts or improved user engagement strategies, to better support T2DM prevention.
HYBRID ANOVA-SHAP APPROACH FOR MODEL-AGNOSTIC FEATURE SELECTION IN GALLSTONE DISEASE PREDICTION Kusuma, Edi Jaya; Nurmandhani, Ririn; Manglapy, Yusthin Meriantti; Ika Pantiawati; Widianawati, Evina
Jurnal INSTEK (Informatika Sains dan Teknologi) Vol 11 No 1 (2026): APRIL
Publisher : Department of Informatics Engineering, Faculty of Science and Technology, Universitas Islam Negeri Alauddin, Makassar, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24252/instek.v11i1.66622

Abstract

Penyakit batu empedu merupakan kondisi yang cukup umum terjadi, namun sering kali tidak terdeteksi hingga muncul komplikasi, sehingga pentingnya deteksi dini menjadi semakin penting. Penelitian ini bertujuan untuk mengusulkan pendekatan seleksi fitur hibrid yang bersifat model-agnostik dengan menggabungkan metode statistik (ANOVA) dan explainable machine learning (multi-model SHAP) untuk meningkatkan kinerja prediksi batu empedu sekaligus tetap menjaga interpretabilitas model. Kerangka yang diusulkan diuji menggunakan dataset klinis yang terdiri dari 319 pasien dengan 38 variabel, yang mencakup data demografis, bioimpedansi, dan parameter laboratorium. Proses seleksi fitur dilakukan melalui beberapa konfigurasi bobot (\alpha=0.3,\ 0.5,\ 0.7) guna melihat keseimbangan antara kontribusi statistik dan berbasis model. Hasil penelitian menunjukkan bahwa fitur seperti C-Reactive Protein (CRP), Vitamin D, Bone Mass, serta parameter fungsi hati secara konsisten berperan dalam prediksi, yang menggambarkan keterkaitan antara inflamasi, metabolisme, dan fungsi hati dalam pembentukan batu empedu. Performa terbaik diperoleh pada \alpha=0.7 khususnya metode Gradient Boosting dengan akurasi 0.8646 dan recall 0.875, sedangkan \alpha=0.5 menghasilkan nilai AUC tertinggi sebesar 0.905. Secara keseluruhan, pendekatan ini memberikan solusi yang cukup andal dan mudah dipahami untuk mendukung deteksi dini.
Analisis Efisiensi Bangsal ICU/ICCU Dua Rumah Sakit Jawa Tengah Berdasarkan Standar Depkes Dan Barber Johnson WIDIANAWATI, EVINA; AMALIA, NOVITA; PRATIWI, NILA
Hang Tuah Medical Journal Vol 21 No 1 (2023): Hang Tuah Medical Journal
Publisher : Universitas Hang Tuah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30649/htmj.v21i1.442

Abstract

Efisiensi penggunaan tempat tidur merupakan parameter penting yang perlu diperhatikan untuk menilai capaian peningkatan pelayanan rumah sakit. Perhitungan indicator BOR LOS TOI BTO di RS Telogorejo dan RSUD M Ashari masih global untuk seluruh pelayanan rawat inap sedangkan indikaotr pelayanan dan efisiensi bangsal ICU belum dianalsis. Tujuan penelitian ini adalah melakukan analisa efisiensi bangsal ICU di RSUD dr. M. Ashari dan RS M Ashari pada tahun 2019-2021. Jenis penelitian ini menggunakan deskriptif kuantitatif, dengan metode observasi. Populasi dalam penelitian ini yaitu data ICU RL 3.1 tahun 2019-2021 dengan teknik total sampling dalam pengambilan sampel. Hasil perhitungan indikator pelayanan ICU, rerata pasien yang dirawat pada bangsal ICU kurang lebih 1-2 pasien dalam sehari, dengan angka kematian pada kisaran 33%-82% dari total pasien yang dirawat pada bangsal ICU. Hasil perhitungan Analisa efisiensi bangsal ICU menurut standar Depkes RI di RSUD M Ashari pada tahun 2019-2021 nilai BOR, LOS, TOI dan BTO hampir semua belum ideal. Disisi lain di RS Telogorejo hanya LOS yang ideal sedangkan BOR LOS TOI tidak ideal. Pembuatan GBJ bangsal ICU tahun 2019-2021 di di RSUD M Ashari dan RS Telogorejo menunjukkan bahwa pengelolaan bangsal ICU belum efisien karena letak titik perpotongan BOR, LOS, TOI, dan BTO di luar daerah efisien. Diperlukan upaya dalam memaksimalkan penggunaan tempat tidur di bangsal ICU agar mencapai efisiensi bangsal ICU.
Co-Authors Agiwahyuanto, Faik Amalia, Afia AMALIA, NOVITA Aminuyati Ananda, Nurrisa Astuti S., Retno Asya Salwa Munna, Niantiara B Betti, Florensia Fitria Wulandari Ika Pantiawati Kusuma, Edi Jaya Kusumawati, Nugraheni Manglapy, Yusthin Meriantti Navisa Putri, Mayliana NILA PRATIWI Nurmandhani, Ririn Oki Setiono Putri, Rizqi Basuki Tiara Fani Wulan, Widya Ratna