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Bagging Approach for Increasing Classification Accuracy of CART on Family Participation Prediction in Implementation of Elderly Family Development Program Anugrahanti, Wisoedhanie Widi; Wibowo, Arief; Melaniani, Soenarnatalina
Health Notions Vol 1 No 2 (2017): April-June 2017
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 (611.937 KB)

Classification and Regression Tree (CART) was a method of Machine Learning where data exploration was done by decision tree technique. CART was a classification technique with binary recursive reconciliation algorithms where the sorting was performed on a group of data collected in a space called a node / node into two child nodes (Lewis, 2000). The aim of this study was to predict family participation in Elderly Family Development program based on family behavior in providing physical, mental, social care for the elderly. Family involvement accuracy using Bagging CART method was calculated based on 1-APER value, sensitivity, specificity, and G-Means. Based on CART method, classification accuracy was obtained 97,41% with Apparent Error Rate value 2,59%. The most important determinant of family behavior as a sorter was society participation (100,00000), medical examination (98,95988), providing nutritious food (68.60476), establishing communication (67,19877) and worship (57,36587). To improved the stability and accuracy of CART prediction, used CART Bootstrap Aggregating (Bagging) with 100% accuracy result. Bagging CART classifies a total of 590 families (84.77%) were appropriately classified into implement elderly Family Development program class.

Training and empowerment of health activists on physical activities for optimizing cognitive function in the elderly Anugrahanti, Wisoedhanie Widi; Ariyanti, Rea
Jurnal Pemberdayaan: Publikasi Hasil Pengabdian Kepada Masyarakat Vol 5, No 1 (2021)
Publisher : Universitas Ahmad Dahlan, Yogyakarta

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

The covid 19 pandemics that hit Indonesia also impacted aspects of public health, especially for the elderly. The implementation of physical distancing to prevent the transmission of Covid 19 will impact discomfort for all individuals, including the elderly. The elderly are forced to be in their respective homes, which causes the reduced physical activity to reduce endurance. This service aims to improve the understanding and skills of health cadres about physical activity for the elderly and the benefits obtained, including body fitness, increased endurance, and optimization of cognitive function in the elderly. The method used is to provide counseling and skills training for cadres in demonstrating the appropriate forms and types of physical activity for the elderly. The target of this service is Health Cadres in Kalimeri Hamlet, Tambakasri Village, T Kerajinan Subdistrict, Malang Regency. The result of the implementation of this community service activity is that there has been an increase in the knowledge or understanding and skills of health cadres about physical activity for the elderly, where the cadres have become more aware of the importance of carrying out physical activity, especially for the elderly and types of physical activity that are suitable for the elderly.

Bagging Approach for Increasing Classification Accuracy of CART on Family Participation Prediction in Implementation of Elderly Family Development Program Wisoedhanie Widi Anugrahanti; Arief Wibowo; Soenarnatalina Meilanani
Health Notions Vol 1, No 2 (2017): April-June
Publisher : Humanistic Network for Science and Technology (HNST)

Classification and Regression Tree (CART) was a method of Machine Learning where data exploration was done by decision tree technique. CART was a classification technique with binary recursive reconciliation algorithms where the sorting was performed on a group of data collected in a space called a node / node into two child nodes (Lewis, 2000). The aim of this study was to predict family participation in Elderly Family Development program based on family behavior in providing physical, mental, social care for the elderly. Family involvement accuracy using Bagging CART method was calculated based on 1-APER value, sensitivity, specificity, and G-Means. Based on CART method, classification accuracy was obtained 97,41% with Apparent Error Rate value 2,59%. The most important determinant of family behavior as a sorter was society participation (100,00000), medical examination (98,95988), providing nutritious food (68.60476), establishing communication (67,19877) and worship (57,36587). To improved the stability and accuracy of CART prediction, used CART Bootstrap Aggregating (Bagging) with 100% accuracy result. Bagging CART classifies a total of 590 families (84.77%) were appropriately classified into implement elderly Family Development program class. Keywords: Bagging Classification and Regression Tree, Classification Accuracy, Family Participation

Bahasa Indonesia Bahasa Indonesia Wisoedhanie Widi A
Jurnal Keperawatan Malang Vol 1 No 1 (2015): Jurnal Keperawatan Malang (JKM)
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat STIKes Panti Waluya Malang

Activities to lossing weight sometimes cause obsessive efforts.Yogaexercisesis able for the diet programbecause it encourages participants to resist excessive appetite when stressed. It also resisit someone’sappetite because they will aware notto eat too much. The purpose of this study is to determine whether thereis any relationship between knowledge aboutyogaexercisesfor women related to weight loss and also theirinterest to do so. The research design is a correlation and sample selectedusing accidental samplingtechnique with questionnaires and checklist instruments. The presented of data results with narrative. Theresults were calculated using Spearman correlation test with the significance result is (0,015) < ? (0,05). Sothe conclusion is that there is a relationship between knowledge about senam yoga to lossing weight with aninterest to do so for women. Based on the results of the study, suggestions for the research place is to spreadthe knowledge of participants in the gymnasiumby giving the information about senam yoga to lossingweigh through posters, distribution of brochures, and others. Keywords: Knowledge,Adolescent Girl, Interests,Yoga Exercises

APLIKASI METODE PERAMALAN HOLTH WINTERS EXPONENTIAL SMOOTHING PADA DATA JUMLAH KEJADIAN HIPERTENSI wisoedhanie widi
Jurnal Keperawatan Malang Vol 4 No 1 (2019): Jurnal Keperawatan Malang (JKM)
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat STIKes Panti Waluya Malang

In the effort to see and examine the situation and conditions that occur in the future should be done forecasting. Hypertension occupies the order of the top ten diseases in the Puskesmas together and almost every month occurs a new case of hypertension, so that the incidence of hypertension become a trend and should be done forecasting. The purpose of this research is to practice the data on the number of hypertensive events in Puskesmas with the city of Malang using Holth Winters Exponential Smoothing method. The type of research used is non reactive research which is a type of research for secondary data. The sample Unit in this study is a patient who comes to medicine and is recorded as a hypertensive patient in the Puskesmas with the city of Malang. From 2013 to 2016. Research Data is processed using Minitab software. The results of this study showed the incidence of hypertension for the year 2018 decreased, with the lowest occurrence rate occurring in December of as many as 58 occurrences. The presence of a trend in the incidence of hypertension can be supported by internal factors, namely gender; and external factors, namely the environment. Outside in this study is research article, Trend morbidity graph figures incidence of hypertension disease in Puskesmas and study as teaching materials. Through the results of this research, the Puskesmas advised the party to develop planning and control of work for eradication and transmission of hypertensive disease (P2P).

PELATIHAN DAN PEMBERDAYAAN KADER KESEHATAN TENTANG SCREENING KEJADIAN DEPRESI SEBAGAI SALAH SATU UPAYA IDENTIFIKASI KONDISI KESEHATAN LANSIA Wisoedhanie Widi Anugrahanti; Cecilia Widijati Imam; Raswati Prapti Rahayu
SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Vol 5, No 1 (2021): Desember
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jpmb.v5i1.6406

ABSTRAKKegiatan Program Kemitraan Masyarakat “Pelatihan dan Pemberdayaan Kader Kesehatan Tentang Screening Kejadian Depresi Sebagai Salah Satu Upaya Identifikasi Kondisi Kesehatan Lansia, khususnya pada masa pandemi COVID-19 merupakan kegiatan yang bertujuan untuk meningkatkan pengetahuan dan keterampilan kader kesehatan tentang resiko depresi yang rentan muncul pada lansia dan bagaimana cara mengidentifikasi kejadian depresi yang mungkin muncul pada lansia. Pelatihan dan pemberdayaan kader kesehatan tentang resiko depresi pada lansia dilakukan menggunakan metode penyuluhan atau ceramah dengan media power point berikut diskusi dan tanya jawab. Untuk mempraktikkan bagaimana cara melakukan screening atau mengidentifikasi kejadian depresi pada lansia digunakan metode demonstrasi dengan mempraktikkan penggunakan instrument Geriatric Depression Scale. Hasil yang diperoleh dari kegiatan pengabdian masyarakat ini adalah peningkatan pengetahuan kader kesehatan tentang resiko depresi pada lansia serta dimilikinya keterampilan kader kesehatan dalam menggunakan instrument Geriatric Depression Scale dalam mengkaji resiko depresi pada lansia di Desa Tambakasri Kelurahan Tajinan Kabupaten Malang. Adanya peningkatan pengetahuan dan keterampilan kader kesehatan tersebut sangat bermanfaat bagi Desa Tambaksri untuk dapat secara mandiri mengenali dan mengidentifiaksi permasalahan kesehatan yang mungkin muncul di Desa Tambakasri sebagai upaya preventif dalam mencegah terjadinya permasalahan kesehatan dan untuk mewujudkan desa siaga kesehatan. Kata kunci: pelatihan; kader kesehatan; screening; depresi; lansia ABSTRACTCommunity Partnership Program Activities “Training and Empowerment of Health Cadres About Screening for Depression Events as One of the Efforts to Identify Elderly Health Conditions, especially during the COVID-19 pandemic, aims to provide understanding and skills for health cadres regarding depression that is prone to appear in the lives of the elderly. This risk is magnified by the COVID-19 pandemic situation which has consequences for limiting activities outside the home, so that the elderly's social activities are limited and monotonous and in the end can increase the risk of depression in the elderly. Training and empowerment of health cadres using counseling methods and demonstrations of the implementation of screening for depression in the elderly. The abilities and skills of health cadres possessed as an outcome of community service activities are very useful for efforts to identify the health conditions of the elderly, especially related to the incidence of depression and are useful for fulfilling elderly health data, especially for mental health posyandu owned in the local Tambakasri Village Keywords: health cadres; screening; depression; elderly.

Training and empowerment of health activists on physical activities for optimizing cognitive function in the elderly Wisoedhanie Widi Anugrahanti; Rea Ariyanti
Jurnal Pemberdayaan: Publikasi Hasil Pengabdian Kepada Masyarakat Vol. 5 No. 1 (2021)
Publisher : Universitas Ahmad Dahlan, Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/jp.v5i1.3648

The covid 19 pandemics that hit Indonesia also impacted aspects of public health, especially for the elderly. The implementation of physical distancing to prevent the transmission of Covid 19 will impact discomfort for all individuals, including the elderly. The elderly are forced to be in their respective homes, which causes the reduced physical activity to reduce endurance. This service aims to improve the understanding and skills of health cadres about physical activity for the elderly and the benefits obtained, including body fitness, increased endurance, and optimization of cognitive function in the elderly. The method used is to provide counseling and skills training for cadres in demonstrating the appropriate forms and types of physical activity for the elderly. The target of this service is Health Cadres in Kalimeri Hamlet, Tambakasri Village, T Kerajinan Subdistrict, Malang Regency. The result of the implementation of this community service activity is that there has been an increase in the knowledge or understanding and skills of health cadres about physical activity for the elderly, where the cadres have become more aware of the importance of carrying out physical activity, especially for the elderly and types of physical activity that are suitable for the elderly.

Effect of timing cord clamping on a vaginally delivered infant of a primigravida in terms of the incidence of hyperbilirubinemia Maria Magdalena Setyaningsih; Wisoedhanie Widi Anugrahanti
coba Vol 3 No 2 (2015): Mei 2015
Publisher : Akademi Keperawatan Dharma Husada Kediri

Delayed cord clamping leads to the increased level of haematocrite and victocytes which is high risk of hyperbilirubinemia . This study is to determine if there is an effect of timing of cord clamping relating to the incidence of hyperbilirubinemia on newborn, and to create formulating the standard procedures in maternal interventions related to the timing of cord clamping, another objective is preventing interventions of its occurrence when the clamping is performed immediately after birth. Crossectional study was applied design of the research. Population and samples included infants spontaneus by healthy primigravidas.Two trials were included, 20 participants of each received interventions of cord clamping more than equalivalent 1 minute and less than 1 minute followed by bilirubin assessment 48 hours after birth, and analysed by using Linier Regression. There is no significant effect of timing of cord clamping on newborn with regard to hiperbilirubinemia, because the effect of the clamping on bilirubin level reaches up to 68.2%, while the other 31.8% of the varying levels are affected by other factors. There is a need to conduct other relevant studies aimed to prevent hyperbilirubinemia starting from antenatal to postnatal stage. Key Words: Jaundice, Newborn, Hyperbilirubinemia, Time of Clamping, Primigravidas

Analisa Peramalan Winter’s Exponential Smoothing Brown Dibandingkan Dengan Autoregressive Integrated Moving Average Pada Data Jumlah Kejadian Hipertensi Wisoedhanie Widi .A; Nanik Dwi A.
Journal Of Health Science (Jurnal Ilmu Kesehatan) Vol 4 No 1 (2019): JOURNAL OF HEALTH SCIENCE (JURNAL ILMU KESEHATAN)
Publisher : Fakultas Ilmu Kesehatan

In an attempt to see and examine the situation and conditions that occur in the future to do forecasting (forecasting). Hypertension is a major disease in the ten Clinics Together and almost every month new hypertension cases occur, so the incidence of hypertension is becoming the trend and forecasting needs to be done. The purpose of this research is to do forecasting on the data the number of incident hypertension in Clinics With the city of Malang with Exponential Smoothing method using winter's Brown compared to Autoregressive Integrated Moving Arima. This type of research is the study of non reactive (non reactive research) which is a type of secondary data for research.Unit samples in this research are patients who come for the medication and patients in Clinics With hypertension Malang. in 2013 to 2016. Research data using Minitab software. The results of this study showed that both methods of forecasting results shows that tend to decrease in the year 2018 with the lowest incidence in December that as many as 58 incidents on Exponential Smoothing method of winter's and some 80 events on the method of Autoregressive Integrated Moving Average. The existence of a trend of decrease in the incidence of hypertension can be supported by the growing health services at community health centers With has been doing various efforts in preventive action, promotif and collaborative in the handling of problems Hypertension.Through these research results, it is advisable to draw up a health center party planning and control and eradication programs work for transmission of diseases of hypertension (P2P) with reference to the results of the forecasting incidence of hypertension in the year 2018.

The Relationship between Physical Activities and Cognitive Function in The Elderly Wisoedhanie Widi Anugrahanti; Romaden Marbun; Nadia Oktiffany Putri
NurseLine Journal Vol 5 No 2 (2020): November 2020
Publisher : Faculty of Nursing, Universitas Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19184/nlj.v5i2.17652

ABSTRACT Physical activity is a factor that can inhibit cognitive decrease in the elderly. One of the preventive actions that can be done by the elderly in slowing down the decrease of cognitive function is to increase physical activity. Physical activity is thought to stimulate nerve growth which might inhibit cognitive decrease in the elderly. When doing physical activity, the brain will be stimulated so that it will increase the Brain Derived Neurotropic Factor which plays a role in keeping nerve cells fit and healthy. Based on the explanation, the aim of this study was to identify the relationship between physical activity and cognitive function in the elderly. This study was a quantitative study with a categorical correlative analytic method. The study used cross sectional study design. The chi-square test and ordinal logistic regression test were used for data analysis. The results of this study stated that the overall physical activities which were exercise, mild activity, heavy activity, use of stairs and participate in social activities showed a significant relationship to cognitive function. Participating in social activities and mild activity were the most significant physical activities that showed relationship to cognitive function, with p-value = 0.001 < 0.05. In conclusion, the findings highlight that the choice of appropriate physical activity can help to maintain cognitive function in the elderly. Keywords: physical activity, cognitive function, elderly

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