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Comparison of MICE and Regression Imputation for Handling Missing Data Putri, Berliana Devianti; Notobroto, Hari Basuki; Wibowo, Arief
Health Notions Vol 2 No 2 (2018): February 2018
Publisher : Humanistic Network for Science and Technology (Address: Cemara street 25, Ds/Kec Sukorejo, Ponorogo, East Java, Indonesia 63453)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (228.005 KB)

Data collection activities have a higher risk of missing data. Missing data may produce biased estimates and standard errors increased, so imputation method is needed. The purpose of this study was to investigate which imputation method is the most appropriate to use for handling missing data. The strategies evaluated include complete case analysis, Multivariate Imputation by Chained Equation (MICE), and Regression Imputation. This study was non-reactive study and used raw data RPJMN 2015 Survey from BKKBN East Java Province. There were three incomplete data sets were generated from a complete raw dataset with 5%, 10%, and 15% missing data. Incomplete data sets were made missing completely at random. Based on Friedman Test, both of imputation methods produced estimates which was no different with complete raw data set. Based on Mean Square Error analysis, MICE provided MSE values less and more stable than Regression Imputation in all scenarios. Conclusion: Multivariate Imputation by Chained Equation (MICE) was the most recommended method to use for handling missing data less than 15%.

The Indonesian Version of SF-36 Questionnaire: Validity and Reliability Testing in Indonesian Healthcare Workers Who Handle Infectious Diseases Berliana Devianti Putri; Nur Septia Handayani; Sahra Zafhira Ekayafita; Ajeng Dilla Lestari
Indian Journal of Forensic Medicine & Toxicology Vol. 15 No. 2 (2021): Indian Journal of Forensic Medicine & Toxicology
Publisher : Institute of Medico-legal Publications Pvt Ltd

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37506/ijfmt.v15i2.14677

Quality of life is a parameter to measure the position of life for high-risk people, including healthcare workerswho handle infectious disease. Quality of life affects productivity and performance. A lot of instrumentscan be used to measure the quality of life, which one is the 36-item Short From Health Survey (SF-36). Itis an international standard questionnaire which measuring health-related quality of life, so a translationprocess into Indonesian is necessary. The aim of this study is to evaluate the validity and reliability of SF-36questionnare on Indonesian version. This study was an observational analytic with a cross-sectional design.This study divided into 2 stages, ie. translating questionnaire into Indonesian version, then testing it withrespondents. We evaluated 45 healthcare workers working in the COVID-19 isolation room. Data weretaken from September to October 2020. This study was analyzed by Pearson Correlation and Cronbach’alpha with ?=5% and using SPSS v.23 software. Results showed that the overall cronbach’ alpha coefficientwas 0.883, while the five dimensions were >0.70 (physical function, vitality, mental health, bodily pain,and general health). But, the role physical, role emotional, and social function dimensions had cronbach’alpha coefficient 0.6-0.7. The Indonesian version of SF-36 was valid and reliable, so it could be used as ainstruments for measuring health related quality of life among healthcare workers who handle infectiousdiseases, especially in COVID-19.

Comparison of MICE and Regression Imputation for Handling Missing Data Berliana Devianti Putri; Hari Basuki Notobroto; Arief Wibowo
Health Notions Vol 2, No 2 (2018): February
Publisher : Humanistic Network for Science and Technology (HNST)

Data collection activities have a higher risk of missing data. Missing data may produce biased estimates and standard errors increased, so imputation method is needed. The purpose of this study was to investigate which imputation method is the most appropriate to use for handling missing data. The strategies evaluated include complete case analysis, Multivariate Imputation by Chained Equation (MICE), and Regression Imputation. This study was non-reactive study and used raw data RPJMN 2015 Survey from BKKBN East Java Province. There were three incomplete data sets were generated from a complete raw dataset with 5%, 10%, and 15% missing data. Incomplete data sets were made missing completely at random. Based on Friedman Test, both of imputation methods produced estimates which was no different with complete raw data set. Based on Mean Square Error analysis, MICE provided MSE values less and more stable than Regression Imputation in all scenarios. Conclusion: Multivariate Imputation by Chained Equation (MICE) was the most recommended method to use for handling missing data less than 15%. Keywords: Missing data, MICE, Regression imputation

OSTEOPOROSIS SCREENING TECHNOLOGY APPLICATION TO IMPROVE HEALTHY LIFESTYLES OF SCHOOL RESIDENTS IN PORONG, SIDOARJO Lailatul Muqmiroh; Amillia Kartika Sari; Berliana Devianti Putri; Muhaimin Muhaimin
Darmabakti Cendekia: Journal of Community Service and Engagements Vol. 4 No. 1 (2022): JUNE 2022
Publisher : Faculty of Vocational Studies, Universitas Airlangga

Background : Osteoporosis is one of degenerative disease that can affect elderly and children as well. Knowledge about Osteoporosis has not been fully understood by school residents and their community. Objectives : This activity aims to (1) increase the school residents knowledge about Osteoporosis, (2) provide digital health communication media that can be used widely and easily by school residents, (3) increase the ability of school residents to use osteoporosis screening technology application and disseminate to the community. Method : Training and mentoring using ATOs-A application media and pocket books. Monitoring and evaluation is carried out to see and assist teachers in using the Osteoporosis screening application. Knowledge improvement is measured by pre-post test using questionnaire as a tool. Result : There is improvement of school residents knowledge about Osteoporosis and how to use screening technology application. So that, they have more encouragement to improve their knowledge and propagate it to community. Conclusion : Community service has a positive response from school residents and benefits to improve the healthy lifestyle in that area.

Pengaruh Intervensi Gizi Sensitif terhadap Kejadian Stunting pada Balita Usia 6-24 Bulan selama Pandemi Covid-19: Pengaruh Intervensi Gizi Sensitif terhadap Kejadian Stunting pada Balita Usia 6-24 Bulan selama Pandemi Covid-19 Elya Sugianti; Berliana Devianti Putri
Amerta Nutrition Vol. 6 No. 1SP (2022): AMERTA NUTRITION SUPPLEMENTARY EDITION Special 2nd Amerta Nutrition Conferenc
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/amnt.v6i1SP.2022.184-193

Background: Stunting is still a national and global problem because of its impact on the quality of future generations. The government has launched various stunting reduction programs through nutrition-specific and sensitive interventions. However, the scope of interventions is still dominated by specific-nutrition interventions. In addition, the Covid-19 pandemic has resulted in several programs not being able to be implemented properly. Objectives: to analyze the effect of the nutrition-sensitive intervention on the incidence of stunting among toddlers aged 6-24 months during the pandemic Covid-19 Methods: This study was observational analytic with a cross-sectional design. The research was conducted in Lamongan, Sampang, and Probolinggo Regencies from June to July 2022. The sample selection used a simple random sampling technique and a total of 384 toddlers were calculated using the Cohran formula. The sample was added to 455 toddlers to avoid refusal of participation in the study. Primary data were obtained with interviews and anthropometric measurements. All research data were analyzed using the chi-square test and logistic regression Results: The results showed that the availability of adequate latrines affected the incidence of stunting among toddlers aged 6-24 months (p=0.008; OR=2.260; 95%CI: 1.238-4.125). Another variable that affects the incidence of stunting is the age of toddlers (p = 0.001; OR = 3.205; 95% CI: 1.657-6.201). Conclusions: Access to adequate latrines is a nutrition-sensitive intervention that has most influenced the incidence of stunting among toddlers aged 6-24 months during the Covid-19 pandemic.

Analisis faktor ibu terhadap kejadian stunting pada balita usia 24-59 bulan di perkotaan Elya Sugianti; Annas Buanasita; Henny Hidayanti; Berliana Devianti Putri
AcTion: Aceh Nutrition Journal Vol 8, No 1 (2023): March
Publisher : Department of Nutrition at the Health Polytechnic of Aceh, Ministry of Health

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30867/action.v8i1.616

The prevalence of stunting is still high in urban areas. Maternal factors such as height, education, occupation, antenatal visits, and nutritional status have increased stunting in urban areas. The study aims to analyze the maternal factors that influence the incidence of stunting among children aged 24-59 months in urban areas. The case-control design study was conducted in May-July 2019 in Pasuruan City. Samples of 67 cases (HAZ < -2SD) and 67 controls (HAZ > -2SD) were selected by simple random sampling. Data on children's age, gender, birth order, education, occupation, pregnancy classes, and antenatal visits were collected by interviewing respondents using a questionnaire. Data on birth weight, maternal age during pregnancy, maternal upper arm circumference during pregnancy, and maternal height were obtained from the MCH Handbook. The chi-square test and Logistic Regression were used for data analysis. The results showed that the maternal nutritional status during pregnancy was associated with the incidence of stunting in urban areas (p= 0,010). In contrast, children's age, gender, birth order, birth weight, maternal age during pregnancy, maternal height, education, occupation, pregnancy classes, and antenatal visits were not associated (p> 0,05). The incidence of stunting was 3,37 times higher in mothers with MUAC < 23,5 cm during pregnancy (OR= 3,37). In conclusion, maternal nutritional status during pregnancy is the main predictor of stunting among children aged 24-59 months in urban areas.

SOSIALISASI INTERAKTIF DALAM UPAYA PENCEGAHAN DIABETES MELITUS PADA LANSIA DAN KELUARGA LANSIA Calyanindya Sakanti; Berliana Devianti Putri
JMM (Jurnal Masyarakat Mandiri) Vol 7, No 4 (2023): Agustus
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jmm.v7i4.15816

Abstrak: Diabetes Melitus (DM) merupakan kondisi medis kronis yang terjadi ketika hormon insulin dalam tubuh tidak mampu bekerja secara efektif dalam mengatur keseimbangan gula darah, sehingga menyebabkan gangguan pada metabolisme tubuh. Indonesia menjadi salah satu negara yang menyumbang pasien diabetes meletus terbanyak di dunia. Tujuan dilaksanakannya pengabdian yaitu agar lansia dan keluarga di Kelurahan Banjar Sugihan mampu memperagakan senam kaki diabetik dan memahami masalah penyakit diabetes melitus mencakup pengertian, tanda gejala, komplikasi, dan cara penanganan. Pengabdian dilakukan oleh 9 mahasiswa tim KKN Kelurahan Banjar Sugihan dengan metode sosialisasi dan edukasi yang diselingi demonstrasi senam diabetik. Peserta kegiatan sosialisasi adalah sebanyak 28 orang peserta yang terdiri dari lansia maupun keluarga lansia yang memiliki diabetes melitus. Hasil dari monitoring dan evaluasi proses menyatakan bahwa program sosialisasi telah mencapai indikator keberhasilan karena jumlah peserta melewati target yang ditentukan sejumlah 20 orang lansia dan keluarga lansia.Abstract: Diabetes Mellitus (DM) is a chronic medical condition that occurs when the hormone insulin in the body is unable to work effectively in regulating blood sugar balance, causing disruption in the body's metabolism. Indonesia is one of the countries that contributes the most erupting diabetes patients in the world. The purpose of carrying out the service is so that the elderly and families in Banjar Sugihan Village are able to demonstrate diabetic foot exercises and understand the problem of diabetes mellitus including understanding, signs of symptoms, complications, and how to handle. The service was carried out by 9 students of the Banjar Sugihan Village KKN team with socialization and education methods interspersed with demonstrations of diabetic gymnastics. The participants of the socialization activity were 28 participants consisting of the elderly and elderly families who had diabetes mellitus. The results of the monitoring and evaluation process stated that the socialization program had achieved success indicators because the number of participants exceeded the specified target of 20 elderly people and elderly families.

EDUTAINMENT KADARZI 1000 HPK SEBAGAI UPAYA ZERO NEW STUNTING Berliana Devianti Putri; Winda Kusumawardani; Rizky Amalia Sinulingga; Elfira Nanda Virgyta Saputra; Aldila Deselma Mubarrokah; Dwi Setiani Sumardiko; Lailatul Muqmiroh; Amillia Kartika Sari; Muhaimin Muhaimin; Anisa Fitri Syabania
JMM (Jurnal Masyarakat Mandiri) Vol 7, No 5 (2023): Oktober
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jmm.v7i5.17549

Abstrak: Stunting dapat mempengaruhi kualitas sumber daya manusia sehingga dapat menjadi hambatan pembangunan nasional. Stunting dapat dicegah melalui optimalisasi gizi 1000 HPK setiap individu baru. Berdasarkan Kemenkes 2021 Kabupaten Blora memiliki prevelensi stunting sebesar 21,5%. Besaran ini lebih tinggi dibandingkan dengan prevelensi stunting di Provinsi Jawa Tengah yaitu sebesar 20,9%. Kegiatan ini bertujuan untuk meningkatkan pengetahuan status kesehatan perempuan berusia remaja hingga dewasa sebagai upaya pencegahan stunting baru. Kegiatan pengabdian masyarakat berupa penyuluhan stunting, penerapan keluarga sadar gizi (KADARZI) 1000 HPK (Hari Pertama Kelahiran), dan praktik pengolahan pangan sesuai angka kecukupan gizi di wilayah Kecamatan Bogorejo, Blora, Jawa Tengah. Peserta kegiatan ini diikuti sebanyak 75 orang meliputi ibu kepala desa, kader posyandu, ibu balita stunting, serta ibu hamil KEK di lingkungan Kecamatan Bogorejo. Pengetahuan peserta sebelum mendapatkan materi rata-rata 79.30 dan meningkat secara signifikan setelah mendapatkan materi, yaitu rata-rata sebesar 84.21 (p-value=0.001). Edutaiment KADARZI 1000 HPK berjalan sukses dan telah mencapai indikator keberhasilan sebagai upaya peningkatan pengetahuan dalam rangka mencegah terjadinya stunting baru.Abstract: Stunting can affect the quality of human resources so that it can become an obstacle to national development. Stunting can be prevented through optimizing the nutrition of 1000 HPK every new individual. Based on the Ministry of Health 2021, Blora Regency has a stunting prevalence of 21.5%. This rate is higher than the stunting prevalence in Central Java Province, which is 20.9%. This activity aims to increase knowledge of the health status of women aged adolescents to adults as an effort to prevent new stunting (zero new stunting). Community service activities in the form of stunting counseling, (edutainment) implementation of a nutrition-aware family (KADARZI) 1000 HPK (First Day of Birth), and food processing practices according to the Nutritional Adequacy Rate in the bogorejo sub-district area, Blora, Central Java. The participants of this activity were 75 people, including village heads, posyandu cadres, mothers of stunting toddlers, and pregnant women with SEZ in Bogorejo sub-district. The participants' knowledge before getting the material averaged 79.30 and increased significantly after getting the material, which became an average of 84.21. Based on edutaiment indicators, KADARZI 1000 HPK is considered successful.

Prevalensi Ketahanan Pangan dan Hubungannya dengan Kejadian Stunting pada Rumah Tangga di Daerah Rawan Pangan Elya Sugianti; Berliana Devianti Putri; Henny Hidayanti; Anas Buanasita
Proceedings Series on Physical & Formal Sciences Vol. 5 (2023): Prosiding Seminar Nasional Fakultas Pertanian dan Perikanan
Publisher : UM Purwokerto Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30595/pspfs.v5i.727

Pandemi Covid-19 telah menyebabkan berbagai krisis beberapa tahun terakhir ini. Tidak hanya krisis kesehatan, tetapi juga krisis ekonomi. Rumah tangga di daerah rawan pangan kemungkinan memiliki dampak yang lebih serius akibat Pandemi Covid-19. Penelitian ini bertujuan untuk menganalisis besaran ketahanan pangan rumah tangga di daerah rawan pangan dan menganalisis hubungannya dengan kejadian stunting. Desain cross sectional digunakan pada penelitian ini. Penelitian ini dilakukan di Kabupaten Probolinggo, Sampang dan Lamongan. Sebanyak 456 rumah tangga terlibat pada penelitian ini. Teknik sampling menggunakan simple random sampling. Pengumpulan data dilakukan dengan wawancara responden dan pengukuran anthropometri. Analisis data dengan distribusi frekuensi dan uji chi-square. Hasil penelitian menunjukkan bahwa sebanyak 26,3% rumah tangga tahan pangan. Sebanyak 73,7% rumah tangga mengalami berbagai tingkatan rawan pangan, yaitu 37,7% rawan pangan ringan, 26,1% rawan pangan sedang, dan 9,9% rawan pangan berat. Stunting lebih banyak ditemukan pada rumah tangga tahan pangan. Ketahanan pangan tidak berhubungan dengan kejadian stunting pada balita (p = 0,122). Perlunya kebijakan pemerintah untuk meningkatkan kemandirian pangan dan edukasi perbaikan pola asuh pada rumah tangga di daerah rawan pangan.

DETERMINAN FAKTOR PRAKTIK PENGGUNAAN PERALATAN PROTEKTIF RADIASI PADA PENDAMPING PASIEN PEDIATRIK Berliana Devianti Putri; Kadek Alit Puspadewanti; Soegardo Indra Praptono; Muhaimin Muhaimin; Ero Wahjuningdiah
PREPOTIF : JURNAL KESEHATAN MASYARAKAT Vol. 8 No. 2 (2024): AGUSTUS 2024
Publisher : Universitas Pahlawan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/prepotif.v8i2.30696

Pemeriksaan X-Ray merupakan salah satu pemeriksaan radiologi yang memanfaatkan sinar X. Paparan sinar X berpotensi bahaya dalam bentuk efek somatik pada jaringan tubuh. Sinar X tidak terlihat sehingga hanya pasien saja yang diperbolehkan berada di dalam ruang pemeriksaan dengan menggunakan peralatan protektif radiasi yang tepat. Namun, sebagian besar pasien anak selalu membutuhkan pendamping selama melakukan pemeriksaan tersebut karena mereka mudah merasa cemas jika berada di lingkungan yang baru. Apabila pendamping pasien ikut masuk kedalam ruang pemeriksaan, maka pendamping tersebut berisiko terkena paparan sinar X. Penelitian ini bertujuan untuk menganalisis determinan faktor yang berhubungan dengan praktik penggunaan peralatan protektif radiasi pada pendamping pasien pediatrik. Penelitian ini merupakan penelitian observasional analitik dengan desain cross-sectional. Penelitian ini berlokasi di Instalasi Radiologi RSI Jemursari Surabaya pada bulan Juni-Juli 2023. Penelitian ini melibatkan 152 pendamping pasien pediatrik yang telah memenuhi kriteria inklusi dan eksklusi. Seluruh data dianalisis menggunakan Chi-Square Test (CI=95%) dengan bantuan software JAMOVI. Hasil olah data menunjukkan bahwa ada hubungan yang signifikan antara pengetahuan dengan praktik penggunaan peralatan protektif radiasi (p=0,000), serta ada hubungan yang signifikan antara sikap dengan praktik penggunaan peralatan protektif radiasi (p=0,003). Keduanya menunjukkan adanya korelasi positif, artinya semakin tinggi pengetahuan dan sikap yang dimiliki pendamping pasien pediatrik maka mereka akan semakin aktif dalam meminta peralatan protektif radiasi sebelum memasuki ruang pemeriksaan X-Ray. Dapat disimpulkan bahwa tingkat pengetahuan dan sikap pendamping pasien pediatrik berhubungan signifikan dengan praktik penggunaan peralatan protektif radiasi selama pemeriksaan X-Ray berlangsung.

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