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                  <text>VOL 7 NO 6 (2023)</text>
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                  <text>Sri Wahyuni</text>
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                <text>Contactless Biometric Based on Palm Vein Recognition Using Wavelet and Local Line Binary Patterns</text>
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                <text>contactless biometrics; fuzzy K-Nearest neighbor; local line binary patterns; palm vein; wavelet</text>
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                <text>Palm vein recognition has received much attention due to its advantages compared to other biometrics. Because it is &#13;
contactless, this biometric system does not require physical contact between the user and the sensor device, thus providing &#13;
several advantages in terms of comfort during acquisition and being more hygienic. In the palm vein recognition system, the &#13;
palm vein pattern can be considered as a texture feature. Therefore, this study proposes a contactless biometric system based&#13;
on palm vein recognition using the Local Line Binary Pattern method for extracting texture features of palm vein images &#13;
resulting from the decomposition of 2D Wavelet Transformation, to produce a texture descriptor that is small and compatible &#13;
with the texture characteristics of thin veins. The proposed texture feature extraction method has been tested using the Fuzzy &#13;
k-NN classification method on 600 palm images with a CRR accuracy of 94.0% with a computation time of 0.057 seconds.</text>
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                <text>Jayanti Yusmah Sari, Suharsono Bantun</text>
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                <text>http://jurnal.iaii.or.id</text>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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                <text>Sri Wahyuni</text>
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                <text>ISSN Media Electronic: 2580-0760</text>
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                  <text>VOL 7 NO 6 (2023)</text>
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                  <text>Sri Wahyuni</text>
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                <text>CNN Method to Identify the Banana Plant Diseases based on Banana Leaf Images by Giving Models of ResNet50 and VGG-19</text>
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                <text>banana disease identification; data processing, machine learning; convolutional neural networks</text>
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                <text>Identify banana plant diseases using machine learning with the CNN method to make it easier to identify diseases in banana &#13;
plants through leaf images. It employs the CNN method, incorporating ResNet50 because ResNet50 is one of the best models &#13;
and a suitable model for the dataset used, and the VGG-19 model is used because VGG-19 was one of the winning models of &#13;
the 2014 ImageNet Challenge and is a model that also fits the dataset used. The research objectives encompass dataset &#13;
processing, model architecture development, evaluation, and result reporting, all aimed at enhancing disease identification in &#13;
banana plants. The ResNet50 model achieved an impressive 94% accuracy, with 88% precision, 91% recall, and an 89% F1-&#13;
score, while the VGG-19 model demonstrated strong performance with 91% accuracy, surpassing prior research and &#13;
highlighting the effectiveness of these models in identifying banana plant diseases through leaf images. In conclusion, the &#13;
ResNet50 model's exceptional accuracy positions it as the preferred model for CNN-based disease identification in banana &#13;
plants, offering significant advancements and insights for agricultural practices. Future research opportunities include &#13;
exploring alternative CNN models, architectural variations, and more extensive training datasets to enhance disease &#13;
identification accuracy</text>
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                <text>Ilham Rahmana Syihad, Muhammad Rizal, Zamah Sari, Yufis Azhar</text>
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                <text>http://jurnal.iaii.or.id</text>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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                <text>December 2023</text>
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                <text>Sri Wahyuni</text>
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            <description>Information about rights held in and over the resource</description>
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              <elementText elementTextId="108522">
                <text>ISSN Media Electronic: 2580-0760</text>
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                  <text>VOL 7 NO 6 (2023)</text>
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                  <text>Sri Wahyuni</text>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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                <text>Analysis of the SaintekMu Website Quality on User Satisfaction Using the Modified System Usability Scale and Webqual 4.0 Method</text>
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            <description>The topic of the resource</description>
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                <text>website; SaintekMu; usability; system usability scale; webqual</text>
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                <text>At present, websites are a major means of finding or providing information. The Saintekmu website was created to offer top�notch service to students. One way to ensure that the website's services are appropriate and that information technology is &#13;
being used to its fullest potential is to evaluate the level of service provided and improve its quality. This study aims to compare &#13;
the results of two methods - the System Usability Scale (SUS) and Webqual - used to determine the quality and expectations of &#13;
website users. The study distributed questionnaires online using Google Forms and had a sample size of 20 students. The data &#13;
collected were analyzed using the SPSS program. Results from the SUS method indicated that the website's acceptability range &#13;
was in the Marginal category, with a score of 69.9 and a classification rating of OK. The Webqual method yielded an R Square &#13;
of 0.948, indicating that the website's usability, quality, and interaction variables had a significant effect on user satisfaction. &#13;
All WebQual 4.0 dimensions had a positive and significant effect on user satisfaction, both partially and simultaneously. This study provides Muhammadiyah Saintek University with reference material for evaluating their website in the future</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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                <text>Fitrah Juliansyah, Abdul Fadlil, Rusydi Umar</text>
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            <description>A related resource from which the described resource is derived</description>
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                <text>http://jurnal.iaii.or.id</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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                <text>December 2023</text>
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                <text>Sri Wahyuni</text>
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            <description>Information about rights held in and over the resource</description>
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                <text>ISSN Media Electronic: 2580-0760</text>
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        <name>SaintekMu</name>
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        <name>system usability scale</name>
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        <name>usability</name>
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        <name>website</name>
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                  <text>VOL 7 NO 6 (2023)</text>
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                  <text>Sri Wahyuni</text>
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            <name>Title</name>
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                <text>Linear and Non-Linear Spatio-Temporal Input Selection In Wireless Traffic Networks Prediction using Recurrent Neural Networks</text>
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                <text>wireless traffic; linear and non-linear; spatio-temporal; recurrent neural network</text>
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                <text>For the optimization of computer networks with high bandwidth requirements, wireless network traffic prediction is necessary. &#13;
Its goal is to reduce maintenance costs and enhance internet services. Feature selection is a major issue in the Multivariate &#13;
Time Series (MTS) Spatio-temporal modeling. Another problem is the dependency between input features, time-lags, and &#13;
spatial factor so that an appropriate model is needed. This study aims to provide solutions to two problems. The first is to &#13;
improve a feature extraction and selection process in Spatio-temporal MTS data for relevant features using Detrended Partial &#13;
Cross-Correlation Analysis (DPPCA) and non-redundant features associated with linear using Pearson's Correlation (PC) &#13;
filters and non-linear associations using Symmetrical Uncertainty (SU) and combination of both PCSUF. The second is to &#13;
develop a Spatio-temporal framework model using Recurrent Neural Networks (RNN) to get a better performance than &#13;
traditional model. These methods are combined and tested using the dataset of cellular networks with one-hour intervals during &#13;
November in three locations. Testing the effectiveness of the feature selection technique showed that 27.6% of the total &#13;
extracted features. The forecasting model with the DPCCA–SU-RNN combination method gets the best performance by having &#13;
RMSE = 380.7, R 2 = 97%, and MAPE = 10%</text>
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                <text>Sri Wahyuni</text>
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                <text>Madurese is one of the regional languages in Indonesia. This is a cultural property that needs to be preserved. With various &#13;
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has never been any research on the Madurese language and it has not been proven successful. Previous studies also have not &#13;
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ter-ater (prefix), panoteng (suffix), and morphophonemic rules. Corpus uses 1000 words from the Madurese language &#13;
dictionary which have received affixes. The accuracy of the algorithm is 89% with 890 words that match, the prefix has an &#13;
accuracy of 93.81%, the suffix has an accuracy of 83.78% and the confix has 80.07%. As for the overall performance, it &#13;
produces an accuracy of 89.0% with an error rate of 11%. the understemming is found in 104 words and overstemming in 6 words. the time it takes to compile is 31.31 seconds</text>
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                <text>Sri Wahyuni</text>
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                <text>ISSN Media Electronic: 2580-0760</text>
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                <text>Comparison of the Accuracy of Drug User Classification Models Using Machine Learning Methods</text>
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                <text>Caseand s of drug abuse are on the rise, with many users entering the addiction phase, often resulting in overdose and death. &#13;
Drugs are chemical compounds that are capable of affecting biological functions, can induce feelings of happiness and reduce &#13;
pain. To address this growing problem, a proactive measure is needed. Therefore, this study aims to classify drug users and &#13;
non-users, so that health workers and therapists can educate about the dangers of drugs to non-users and rehabilitate drug &#13;
users. This study uses drug consumption data taken from the UCI Irvine Machine Learning Repository. The data consists of &#13;
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learning methods, specifically Artificial Neural Network (ANN), Decision Tree (DT), K-Nearest Neighbor (KNN), Support &#13;
Vector Machine (SVM), and Random Forest (RF), in addition to evaluation methods such as Confusion Matrix and Area Under &#13;
Curve (AUC). The results showed that RF outperformed the other methods, with accuracy, precision, and recall of 93%, and &#13;
an f1-score of 89%, while the AUC value was still suboptimal at 0.66. DT had the worst results, with 82% accuracy, 87% &#13;
precision, 82% recall, 84% f1-score, and an AUC value of 0.56. With these results, this research can be continued into an application that can classify drug users and non-user</text>
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                <text>Nursela Salsabilla Basuni, Amril Mutoi Siregar</text>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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                <text>Sri Wahyuni</text>
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                <text>ISSN Media Electronic: 2580-0760</text>
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                <text>The proposed algorithms are Bidirectional Long Short Term Memory (BiLSTM) and Conditional Random Fields (CRF) with &#13;
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and generates a weighted word vector. The weighted word vector is fed into BiLSTM CRF to capture context information &#13;
effectively. The result of this study is a new classification model to spam YouTube comment videos and increase the &#13;
computational value of its performance. This research conducted two experiments: the first using BiLSTM CRF without DAT &#13;
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DAT shows outstanding performance in text classification, especially in spam YouTube video comment texts, with accuracy = &#13;
83.3%, precision = 83.6%, recall = 83.3%, and F-measure = 83.3%. So the combination of the BiLSTM-CRF method and the &#13;
Data Augmentation Technique is very precise, so it can be used to increase the accuracy of classification texts for spam &#13;
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                <text>Jasmir Jasmir, Willy Riyadi, Pareza Alam Jusia</text>
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                <text>Sri Wahyuni</text>
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                <text>ISSN Media Electronic: 2580-0760</text>
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                <text>Optimization of Machine Learning Classification Analysis of Malnutrition Cases in Children</text>
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                <text>analysis of classification; malnutrition, artificial neural network (ANN); multilayer perceptron (MLP); west &#13;
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                <text>Malnutrition is one of the problems that occurs in children caused by a lack of nutritional intake. Indonesia contributed 36%, &#13;
making it the fifth country with the largest cases of malnutrition in the world. Based on this, a solution is needed to reduce the &#13;
growth rate of malnutrition cases. This research aims to carry out classification analysis to determine nutritional status by&#13;
optimizing Machine Learning (ML) performance. The ML classification analysis process will later utilize the performance of &#13;
the Artificial Neural Network (ANN) method with the Multilayer Perceptron (MLP) algorithm. ML performance can be &#13;
optimized using the Pearson Correlation (PC) method to produce optimal classification analysis patterns. This research &#13;
dataset uses child nutrition case data of 576 patients sourced from the M. Djamil Padang Province Regional General Hospital &#13;
(RSUP). The dataset is divided into 417 training data and 159 test data. Based on the tests that have been carried out, the &#13;
performance of the PC method can provide precise and accurate analysis patterns. This analysis pattern has also been able to &#13;
provide a fairly good level of accuracy, namely 95%. Not only that, this research is also able to present analysis patterns with &#13;
the best ANN architectural model in classifying nutritional status. Based on the overall results, this research can be used as &#13;
an alternative solution to handling nutritional problems in children.</text>
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                <text>Musli Yanto, Febri Hadi, Syafri Arlis</text>
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                <text>http://jurnal.iaii.or.id</text>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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                <text>December 2023</text>
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                <text>Sri Wahyuni</text>
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            <description>Information about rights held in and over the resource</description>
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              <elementText elementTextId="108410">
                <text>ISSN Media Electronic: 2580-0760</text>
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            <description>A language of the resource</description>
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                  <text>VOL 7 NO 6 (2023)</text>
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                  <text>Sri Wahyuni</text>
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            <name>Title</name>
            <description>A name given to the resource</description>
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                <text>Artificial Neural Network Based Prediction Model Back Propagation on Blood Demand and Blood Supply</text>
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                <text>neural network; backpropagation; blood demand; blood supply</text>
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                <text>The balance between blood demand and supply at the Indonesian Red Cross Blood Transfusion Unit (UTD-PMI) is crucial. &#13;
This condition needs to be maintained to reduce unused or expired blood supplies. Despite the situation at UTD-PMI, where &#13;
the blood supply exceeds the demand, there is still a shortage of blood when needed by patients. This research aims to model &#13;
the prediction of blood demand and supply for each blood type using the Back Propagation artificial neural network approach. &#13;
Data from the last 3 years, from 2020 to 2022, were utilized in this research process. There are three stages in this research &#13;
process. The first stage involves the training process, using data from January 2020 to December 2021. The testing process &#13;
utilizes data from January 2021 to December 2022. The prediction process involves displaying forecasted data for the next 12 &#13;
months from January to December 2023. The accuracy of the calculations is assessed using the Mean Square Error (MSE). &#13;
Ultimately, the research results present the prediction model for the four blood types regarding blood demand and supply. &#13;
These findings can serve as a reference for regulating future blood donation activities carried out by the UTD-PMI.</text>
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            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="108383">
                <text>Frengky Tedy, Patrisius Batarius, Ign. Pricher A. N. Samane, Alfry Aristo Jansen Sinlae</text>
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                <text>http://jurnal.iaii.or.id</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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                <text>December 2023</text>
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            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="108387">
                <text>Sri Wahyuni</text>
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          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="108388">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
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            <description>The file format, physical medium, or dimensions of the resource</description>
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                <text>PDF</text>
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                <text>English</text>
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        <name>Backpropagation</name>
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                  <text>VOL 7 NO 6 (2023)</text>
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                  <text>Sri Wahyuni</text>
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      <name>Text</name>
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            <description>A name given to the resource</description>
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                <text>A Cost-Effective Vital Sign Monitoring System Harnessing Smartwatch for Home Care Patients</text>
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          <element elementId="49">
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            <description>The topic of the resource</description>
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                <text>home care; national early warning score; vital sign; smartwatch; e-health</text>
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                <text>Telemedicine applications enable online health consultation services, but they have limitations: there is no vital sign &#13;
examination as in offline consultation. Furthermore, vital sign examinations for patients treated outside hospitals, such as &#13;
outpatients and home care patients, are not as routine as for inpatients. Although patient monitors can be used to monitor &#13;
vital signs in real-time, they are expensive, making it difficult to use them for home care patients. This research aims to &#13;
develop a vital sign monitoring system for home care patients that integrates a smartwatch as a data acquisition sensor &#13;
device, a mobile application as a gateway that collects vital sign data and sends it to a web server, and a web application to &#13;
remotely monitor vital signs and changes in their values. This system also aims to make it easier for patients and their &#13;
families to communicate with doctors and nurses while viewing vital sign information and the risk of patient deterioration in&#13;
the form of Early Warning Score (EWS). The smartwatch chosen is based on its features and low price, so a cost-effective &#13;
vital sign monitoring system can be produced. Testing using the black-box method shows that the system functions well and &#13;
meets the expected functionality</text>
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            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="108371">
                <text>Dodon Turianto Nugrahadi, Rudy Herteno, Mohammad Reza Faisal, Nursyifa Azizah, Friska Abadi, Irwan Budiman, Muhammad Itqan Mazdadi</text>
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                <text>http://jurnal.iaii.or.id</text>
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                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
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              <elementText elementTextId="108375">
                <text>Sri Wahyuni</text>
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            <description>Information about rights held in and over the resource</description>
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                <text>ISSN Media Electronic: 2580-0760</text>
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