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Fatigue Detection Using Decision Tree Method based on PPG signal Ilham Ari Elbaith Zaeni; Arya Kusuma Wardhana; Erianto Fanani
JURNAL INFOTEL Vol 15 No 2 (2023): May 2023
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v15i2.935

Abstract

Fatigue is a complex psychophysiological condition marked by sleepiness or fatigue, poor performance, and a range of physiological changes. A decision tree may be used to categorize weariness based on the subject's heart rate data. To begin the experiment, a dataset of the heart rate signal was obtained. The signal has already undergone preprocessing. The feature obtained through preprocessing is then used to construct the decision model. Four traits were discovered. The HF power, LF power, normalized HF power, and normalized LF power are the characteristics. This research has a 75.94% accuracy rating. The precision, recall, and F-measure scores for this study were 0.736, 0.736, and 0.736, respectively.
Pengaruh Video Dan Simulasi RJP Terhadap Tingkat Pengetahuan Dan Sikap Atlet Sepatu Roda Kota Malang Wenny Rasmawati Simamora; Supriyadi Supriyadi; Erianto Fanani; Marji Marji
Jurnal Medika Nusantara Vol. 1 No. 4 (2023): November : Jurnal Medika Nusantara,
Publisher : Stikes Kesdam IV/Diponegoro Semarang, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59680/medika.v1i4.618

Abstract

Current data shows that most cases of Out-of-Hospital Cardiac Arrest or OHCA occur outside health facilities, and the mortality rate is almost 90%. In addition, victims with indications of OHCA experience a decrease in survival rate of 7-9% every minute if they do not receive cardiopulmonary resuscitation. Athletes are a population that has a high potential for experiencing or experiencing OHCA. The importance of this research was to determine the effect of providing videos and simulations of Cardiopulmonary Resuscitation (RJP) on the level of knowledge and attitudes of roller skating athletes in Malang City. The method used is Quasi Experimental Research with a pre test and post test control group design approach. The instrument used in this research was a questionnaire to measure the level of knowledge and attitudes about Cardiopulmonary Resuscitation. The results of the study showed that there was a positive influence from providing videos and simulations of Cardiopulmonary Resuscitation (CPR) on increasing the level of knowledge and attitudes in athletes (with a p-value <0.05). This shows that the learning approach using videos and simulations is effective in improving athletes' understanding and attitudes regarding Cardiopulmonary Resuscitation.