• Title/Summary/Keyword: vital signs

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Development of ML and IoT Enabled Disease Diagnosis Model for a Smart Healthcare System

  • Mehra, Navita;Mittal, Pooja
    • International Journal of Computer Science & Network Security
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    • v.22 no.7
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    • pp.1-12
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    • 2022
  • The current progression in the Internet of Things (IoT) and Machine Learning (ML) based technologies converted the traditional healthcare system into a smart healthcare system. The incorporation of IoT and ML has changed the way of treating patients and offers lots of opportunities in the healthcare domain. In this view, this research article presents a new IoT and ML-based disease diagnosis model for the diagnosis of different diseases. In the proposed model, vital signs are collected via IoT-based smart medical devices, and the analysis is done by using different data mining techniques for detecting the possibility of risk in people's health status. Recommendations are made based on the results generated by different data mining techniques, for high-risk patients, an emergency alert will be generated to healthcare service providers and family members. Implementation of this model is done on Anaconda Jupyter notebook by using different Python libraries in it. The result states that among all data mining techniques, SVM achieved the highest accuracy of 0.897 on the same dataset for classification of Parkinson's disease.

Outcomes of open neck injuries

  • Noh, Dongsub;Choi, Jin Ho
    • Journal of Trauma and Injury
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    • v.35 no.3
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    • pp.168-172
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    • 2022
  • Purpose: The neck is a particularly critical region for penetrating injuries due to the close proximity of the trachea, esophagus, blood vessels, and the spinal cord. An open neck injury has the potential for serious morbidity and mortality. The purpose of this study is to evaluate the assessment and management of open neck injuries. Methods: In this retrospective study, open neck injury patients who were admitted to the Trauma Center of Daejeon Eulji Medical Center, Eulji University between December 2015 and December 2017 were analyzed for epidemiology, the mechanism of trauma, the injured organ, complications, and mortality. Results: Thirty-two patients presented with open neck injuries. All patients underwent computed tomographic angiography to evaluate their injuries once their vital signs stabilized. Among these patients, 27 required surgical treatment. The most commonly injured organ was the airway. There were five deaths, and the main cause of death was bleeding. Mortality was associated with the initial systolic blood pressure at the hospital and Glasgow Coma Scale. Conclusions: Mortality from open neck injuries was associated with initial systolic blood pressure at the hospital and Glasgow Coma Scale.

Real-time vital signs measurement system using facial image on Mobile (모바일 환경에서 안면 영상을 이용한 실시간 생체징후 측정 시스템)

  • Kim, Dae Yeol;Kim, Jin-Soo;Lee, Kwang-Kee
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2020.11a
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    • pp.94-97
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    • 2020
  • 코로나 시대에 도래하며 비접촉 방식의 생체 징후에 대한 관심이 증가하고 있다. 본 연구는 비접촉식 측정 방식으로써 모바일 전면 카메라를 이용하여 심장박동, 심장 박동 변이율, 산소포화도, 호흡도, 스트레스 수치를 측정할 수 있는 효과적인 방법론을 제시하는 것이 목적이다. 모바일 전면부 카메라에서 실시간으로 안면 영상을 추출하기 위하여 Blaze Face를 이용하였으며, 안면 영상의 특징점인 눈, 코, 입, 귀의 위치를 이용하여 이마 부분의 관심 영역을 지정하였다. 관심 영역에서 색상 성분을 R, G, B로 분리하여 시간 축으로 정렬 후 fourier transform을 진행한 후 각각의 성분들을 측정하고자 하는 생체 징후에 맞게 Filter 처리함으로써 생체 징후를 측정하였다. 안면 영상을 이용한 생체 징후 측정 결과를 검증에 활용하기 위하여 실측 기기인 mCube-Healthcare device를 이용하였으며, 분석 결과 모바일에서 안면 영상을 통해 심장박동, 삼장 박동 변이율, 산소포화도, 호흡도, 스트레스 수치의 다섯 가지 생체 징후를 추출할 수 있는 가능성을 확인하였다.

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Orofacial Manifestations of Hyperparathyroidism: A Dental Perspective

  • Jo-Eun Park
    • Journal of Oral Medicine and Pain
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    • v.49 no.2
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    • pp.40-42
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    • 2024
  • Hyperparathyroidism (HPT) is a significant condition marked by the overproduction of parathyroid hormones, affecting both systemic health and orofacial regions. Predominantly, secondary HPT associated with chronic kidney disease (CKD) is critical because of its link to widespread conditions such as diabetes and hypertension. This short article highlights the vital role of dental professionals in identifying HPT through panoramic radiography, which can reveal critical orofacial signs such as brown tumors, altered dental development, and specific bone changes. With the CKD prevalence expected to increase alongside an aging population, the importance of early detection of HPT and its manifestations in dental settings cannot be overstated. Dental practitioners play a crucial role in the early detection of HPT, emphasizing the importance of being knowledgeable about its orofacial manifestations.

u-EMS : An Emergency Medical Service based on Ubiquitous Sensor Network using Bio-Sensors (u-EMS : 바이오 센서 네트워크 기반의 응급 구조 시스템)

  • Kim, Hong-Kyu;Moon, Seung-Jin
    • Journal of KIISE:Computing Practices and Letters
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    • v.13 no.7
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    • pp.433-441
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    • 2007
  • The bio-Sensors, which are sensing the vital signs of human bodies, are largely used by the medical equipment. Recently, the sensor network technology, which composes of the sensor interface for small-seize hardware, processor, the wireless communication module and battery in small sized hardware, has been extended to the area of bio-senor network systems due to the advances of the MEMS technology. In this paper we have suggested a design and implementation of a health care information system(called u-EMS) using a bio-sensor network technology that is a combination of the bio-sensor and the sensor network technology. In proposed system, we have used the following vital body sensors such as EKG sensor, the blood pressure sensor, the heart rate sensor, the pulse oximeter sensor and the glucose sensor. We have collected various vital sign data through the sensor network module and processed the data to implement a health care measurement system. Such measured data can be displayed by the wireless terminal(PDA, Cell phone) and the digital-frame display device. Finally, we have conducted a series of tests which considered both patient's vital sign and context-awared information in order to improve the effectiveness of the u-EMS.

A Study on M. Scheler's Theory of Perception (막스 셸러의 지각론 연구 - 활력적 충박과 감각지각의 관계 연구 -)

  • Kum, Kyo-young
    • Journal of Korean Philosophical Society
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    • v.130
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    • pp.23-45
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    • 2014
  • It can be said that Scheler's theory of perception is the theory of drive-conditioned perception, in more detail the theory of drive-motoric conditions of perception. Scheler tells us that Immanuel Kant and Ernst Mach were mistaken in their assumption that sensations are purely receptive and primary in all experience. He claims that sensations are not primary but subsequent to a subliminal attention of vital drives(called 'Vor-Liebe und Vor-Interesse' by him). And because sense perception cannot take place without a vital energy of drives that account for the ongoing activity of perception, no object can be perceived unless it stimulates movement in an organism which exercises a count-movement against objects and thereby resisting objects. According to Scheler, an order of foundation such as the preexistence of images prior to perception; the priority of perception with regard to functions of senses; the priority of sense functions with regard to sensations has to be kept in mind. And it has to be kept in mind that the essence of life is pre-empirical, is pure becoming(Werden) and unbecoming(Entwerden), a process in which its two empirical sides are not yet separated. Then it is easy to see that perception is conditioned by vital drives. The drive-conditioned theory of perception is also supported by the fact that the motility of an organism determines its sensory apparatus, an organism has an alphabet of senses that can serve as signs of luring and noticing objects that are meaningful for its drive-motoric behavior. For example a lizard remains undisturbed by a gun shot but runs away from the slightest noise in the grass.

Analysis of Nursing Care Activities of Nursing Students in Clinical Experience (간호학생의 임상실습 간호활동시간 분석)

  • Lee Chung-Hee;Sung Young-Hee;Jung Yoen-Yi;Kim Jung-Suk
    • The Journal of Korean Academic Society of Nursing Education
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    • v.4 no.2
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    • pp.249-263
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    • 1998
  • The competence of newly graduated nurses is based on various clinical expriences gained when they were students. Therefore, instructors of nursing students, professors in nursing schools or directors in hospitals must play a critical role in assisting them to obtain various knowledge and experienced nursing skills. The purpose of this study was to investigate nursing care activities and nursing care hours practiced by nursing students in a general hospital. The subject students were total 214 nursing students, 2nd graders(sophomores) and 3rd graders(juniors) from 5 Junior Nursing Colleges in Seoul and they practiced at S general hospital to gain clinical experience. The data were collected for 4 days. The tools for this study were the direct nursing care activity list consisted of 15 nursing areas and the indirect nursing care activity list consisted of 9 nursing areas. The subject students were supposed to record their own score. The results of this study are ; 1. The nursing care hours per nursing student 1) The average total nursing care hours a day per each nursing student are 362.65 mins(6.04hr), the direct nursing care hours per each nursing stuent are 202.09 mins(direct nursing care rate 56.0%) and it is higher than the indirect nursing care hours, 159.75mins(indirect nursing care rate 44.0%). The direct nursing care rate of each student by a team approach in the evening shift(56.3%) is higher than that in the day shift(55.8%). 2) The hours of checking vital signs are the longest(47.35mins) among the direct nursing care activites and next is in order of counseling 8l emotional support, nurse rounds, and accompaning a patient during examination. The hours of reporting are the longest(32.39mins) among the indirect nursing care activites, and next is the activities related to education such as reviewing chart, looking up references, etc. 3) The freqency of checking vital signs practiced by nursing student is the highest(the average of 55.7 times) among the direct nursing care activities and next is in order of nurse rounds, assistance of feeding, and counseling & emotional support. The required time for nursing students to accompany their patient during examination is the longest(20.7mins) and next are in order of restriction on patient' activity, orientated by a head nurse, skin care, sitz bath, bathing & hair shampoo, and assisting with patients' exercise. 2. The nursing care hours per grader 1) The average hours of total nursing care per a nursing student are 369.2mins(6.2hrs) to 2nd graders, 355.9mins(5.9 hrs) to third graders. The direct nursing care rate per each nursing student to 3rd graders(59.3%) was higher than that to End graders(52.8%). 2) For 2nd graders, the highly marked nursing activities are teaching associated with direct nursing care activities such as drawing up papers, looking up references, reviewing charts, and being orientated by staff nurses. For 3rd graders, measurments, observations, and nurse rounds in indirect nursing care activities are taken highly 3) The most frequent practice of the nursing care activites is checking vital signs : 65 times to 3rd graders and 46.5 times to 2nd graders. Our suggestions based on the results of this study are : 1. It is recommanded to repeat the same designed study in a variety of clinical fields for further study. 2. It is recommanded to collect data not by self-record method but by observated method. 3. It is needed for nursing instructors in Nursing Schools and in hospitals to develop the guidelines and check-list of clinical practice courses.

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An investigational study on telephone calls to the pediatric nursing unit (외래 및 퇴원환아 부모의 전화상담요구와 간호중재에 대한 조사연구)

  • Kang Hwa Ja;Han Kyung Ja;Choe Myoung Ae;Park Seung Hyun;Kim Young Mi;Kwon Won Kyoung;Kim Sun Gu;Ahn Hye Young;Heo Mi Young
    • Child Health Nursing Research
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    • v.2 no.1
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    • pp.112-126
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    • 1996
  • The purpose of this study was to investigate the current status of the need of telephone call and to identify the status of nursing intervention through telephone. Head nurses of the pediatric nursing unit and a nurse of pediatric outpatient clinic wrote down the telephone record of calls by parents of children discharged from hospital from 7 am to 3 pm during the period of March to June, 1995. Content of 120 telephone calls but for 26 calls with incomplete record among 146 calls were analyzed into frequency of general characteristics, needs and nursing intervention. The needs of telephone call were identified and classified into 11 areas and analyzed into frequency of detailed content by 11 areas. Nursing intervention was identified and classified into 10 categories, and analyzed into frequency of detailed content by 10 categories. The findings of this study were as follows ; The need of telephone call was identified with nutritional state, medication, vital signs, language retardation, personal hygiene, vaccination, administration procedure, physical symptoms, follow up care management and others. The most frequent needs were physical symptoms and vaccination. A kind of food among nutrition dose of drugs among medication, fever among vital signs, cough among physical symptoms, and content of vaccination among vaccination was the most frequent needs. Nursing intervention through telephone was identified with instruction, knowledge offer, information offer, judgement, solicitation, referral and instruction, referral, connection, reassurance, reservation, and regulation. Instruction, knowledge offer and information offer was the most frequent nursing intervention by telephone call. Instruction was about a visit to hospital, a visit to nearby clinic, instruction about symptoms,, instruction about nursing care procedure, retelephoning and vaccination. Knowledge offer was about vaccination, knowledge related to medication, and dental care. Information offer and judgement was about vaccination and medication. Referral and instruction delivery was about instruction delivery following consultation to doctor, visit to emergency room and a visit to hospital following consultation to doctor. These results suggest that telephone call intervention program should be established as a field of extended pediatric nursing role in health care delivery system for the children.

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Effect of Electroacupuncture Analgesia on Changes of Vital Signs and Blood Chemical Values in Cats

  • Shin, Dong-Hoon;Lee, Jae-Yeon;Kim, Duck-Hwan;Park, Chang-Sik;Jeong, Seong-Mok;Son, Dong-Soo;Kim, Myung-Cheol
    • Journal of Veterinary Clinics
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    • v.25 no.3
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    • pp.170-175
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    • 2008
  • The present study was performed to investigate the anesthetic or analgesic effect of tiletamine-zolazepam (TZ) and electro acupuncture analgesia (EAA) in cats. Twelve healthy cats were randomly assigned to receive either TZ or EA. TZ group cats with weight of $3.65{\pm}0.48kg$ received 10.0 mg/kg of TZ intramuscularly. EA group cats with weight of $3.62{\pm}0.52kg$ received 5V, 30Hz and 60 minutes of EA. The acupoints used were Tian-ping (GV-5, +), Bai-hui (GV-20, -). Therefore, after and before experiment, some serum chemistry profiles (alkaline phospatase, aspartate aminotransferase, alanine aminotransferase, glucose and total protein) and change of vital signs (rectal temperature, heart rate, respiratory rate) were examined. All cats were examined pre, and 5, 25, 65 and 105 minutes after administration of TZ or operation of EA. The cats in EA group showed a smaller change in rectal temperature, heart rate and respiratory rate than in the TZ group (p<0.05). In both groups, total protein concentration was constant throughout the period of anesthesia, and the serum glucose increased gradually throughout the period of anesthesia. However, the cats in EA group showed a smaller change in alkaline phospatase, aspartate aminotransferase and alanine aminotransferase within the limit of safety than in the TZ group (p<0.05). While coming to induction, the TZ group took a mean $2.4{\pm}0.7$ minutes to achieve sternal recumbency, compared with $10.5{\pm}2.1$ minutes by the EA group, and $3.2{\pm}0.6$ minutes to achieve lateral recumbency, compared with $18.8{\pm}1.9$ minutes by the EA group (p<0.05). When recovering from anesthesia, the TZ group took $164.3{\pm}17.9$ minutes to achieve sternal position time, compared with $67.7{\pm}4.6$ minutes by the EA group, and $202.0{\pm}15.7$ minutes to stand, compared with $73.0{\pm}6.1$ minutes for the EA group (p<0.05). In this study, the cats anesthetized with EA showed a more rapid recovery rather than the cats under TZ anesthesia. Also, there do not appear to be any negative physiologic effects associated with acupuncture-induced surgical analgesia. So, it was considered that EAA may be used effectively in shock, debilitated cats, as compared to TZ.

Changes in Results of Vital Signs, Blood Tests, and Functional Tests after Taking Cheongsimyeonja-tang (청심연자탕 복용에 따른 생체 징후, 혈액 검사, 기능 검사 결과의 변화)

  • Cho, Jae-hyun;Bae, Go-eun;Seo, Hee-jeong;Choi, Jin-yong;Shim, So-hyun;Han, Chang-woo;Kim, So-yeon;Choi, Jun-yong;Park, Seong-ha;Yun, Young-ju;Lee, In;Kwon, Jung-nam;Lee, Si-woo;Hong, Jin-woo
    • The Journal of Internal Korean Medicine
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    • v.38 no.6
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    • pp.971-979
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    • 2017
  • Objectives: The aim of this study was to analyze the effects of Cheongsimyeonja-tang on the human body. Methods: This was a retrospective study, conducted using electronic medical records (EMR). Appropriate clinical cases were identified and databased through EMR. Changes of vital signs, blood tests, and functional tests before and after taking Cheongsimyeonja-tang were determined. Results: There were several significant changes after taking Cheongsimyeonja-tang. Hemoglobin, total blood proteins, and total bilirubin were increased. Eosinophil, aspartate aminotransferase, total cholesterol, and low-density lipoprotein cholesterol were decreased. Conclusions: Cheonseomyeonja-tang had significant effects, including improvement of blood cell count (increase of red blood cells and hemoglobin), improvement of blood lipid level (decrease of total cholesterol and LDL-cholesterol), and blood pressure control (reduction of systolic blood pressure).