• 제목/요약/키워드: Hospital medical devices

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의료기기 네트워크 트래픽 보안 관련 머신러닝 알고리즘 성능 비교 (Performance Comparison of Machine Learning Algorithms for Network Traffic Security in Medical Equipment)

  • 고승형;박준호;왕다운;강은석;한현욱
    • 한국IT서비스학회지
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    • 제22권5호
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    • pp.99-108
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    • 2023
  • As the computerization of hospitals becomes more advanced, security issues regarding data generated from various medical devices within hospitals are gradually increasing. For example, because hospital data contains a variety of personal information, attempts to attack it have been continuously made. In order to safely protect data from external attacks, each hospital has formed an internal team to continuously monitor whether the computer network is safely protected. However, there are limits to how humans can monitor attacks that occur on networks within hospitals in real time. Recently, artificial intelligence models have shown excellent performance in detecting outliers. In this paper, an experiment was conducted to verify how well an artificial intelligence model classifies normal and abnormal data in network traffic data generated from medical devices. There are several models used for outlier detection, but among them, Random Forest and Tabnet were used. Tabnet is a deep learning algorithm related to receive and classify structured data. Two algorithms were trained using open traffic network data, and the classification accuracy of the model was measured using test data. As a result, the random forest algorithm showed a classification accuracy of 93%, and Tapnet showed a classification accuracy of 99%. Therefore, it is expected that most outliers that may occur in a hospital network can be detected using an excellent algorithm such as Tabnet.

족관절 골절 치료에 사용한 금속 내고정물 제거 수술 시 시행한 균 배양 검사의 결과 (Results of Culture Test at the Time of Removal of Metal Implants Used for Ankle Fracture Management)

  • 정형진;배서영;유재하
    • 대한족부족관절학회지
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    • 제18권2호
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    • pp.68-71
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    • 2014
  • Purpose: The purpose of this study is to report the results of culture test at the time of removal of metal devices used for management of ankle fractures and for analysis of contributing factors. Materials and Methods: We reviewed medical records of 132 patients with lower tibia and ankle fracture who had their metal devices removed during the period from January 2010 to February 2014. Patients with clinical signs of infection were excluded. Culture test was performed by taking the granulation tissue around the metal device at the time of removal. We divided the subjects into two groups, culture positive and negative. We then performed a retrospective review of each medical record of multiple factors that might contribute to the culture results, including laboratory results, medical history, material and size of metal device, indwelling period, and whether or not it was open injury. Results: Among 132 cases, six were culture positive. Enterococcus was detected in two cases and the others were Staphylococcus. No significant difference in medical history of patients and laboratory results, including C-reactive protein level, was observed between the culture positive and negative group. Culture positive rate was 5.4% in titanium and 3.9% in stainless steel. In terms of metal size, culture positive rate was 5.1% in small plates, 6.7% in large plates, and culture negative in intramedullary nails. The average indwelling period of metal device was 61.5 weeks in the culture positive group, and 68.6 weeks in the negative group. Nine cases were open fractures and all were in the culture negative group. Conclusion: Whether or not the culture result was positive, there were no meaningful contributing factors. Presence of bacterium on the metal device could not be screened by any laboratory results or other factors.

의료영상진단 기기 영상 품질 관리를 위한 비대면 모니터링 시스템 구축 (Construction of Untact Monitoring System for image quality management of medical imaging devices)

  • 김지언;임동욱;유영주;노시형;이충섭;문충만;김태훈;정창원
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2021년도 제63차 동계학술대회논문집 29권1호
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    • pp.45-46
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    • 2021
  • 의료영상이란 의료영상장비로부터 DICOM이라는 의료영상표준에 따라 저장되며, 의료영상관리 시스템인 PACS를 통해 관리된다. 이러한, 의료영상장비 ICT기술이 융합되어 급격하게 발전되고 있으며 다양한 의료영상장치가 개발되어지고 있다. 하지만, 기술력은 높아지고 있으나 개발된 의료영상장비로부터 촬영된 영상품질관리에 대한 문제점이 제기되고 있다. 이와 관련하여 다기관의 의료영상장비 개발과 해당 기기로부터 수집된 의료영상에 대한 품질을 관리할 필요성이 증가하고 있다. 따라서 코로나 19와 같은 상황에서 의료기기 개발 지원과 관리를 비대면 관리서비스 시스템 개발과 의료영상장치 개발 정도를 관리할 수 있을 뿐만 아니라 의료영상에 대한 품질까지 모니터링하여 및 개선 할 수 있는 시스템을 제안하고자 한다.

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Safety Principles in the Application of Lasers in Energy-based Aesthetic Procedures from the Nurse's Perspective

  • Kim, Youn Jeong
    • Medical Lasers
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    • 제9권1호
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    • pp.34-38
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    • 2020
  • Recently, various lasers and energy-based devices (EBDs) have been widely used in aesthetic procedures. Although using lasers and energy-based aesthetic procedures presents a potential risk to doctors, nurses, and patients, aesthetic procedures tend to be performed without the necessary precautions. For injury prevention, it is essential to follow safety rules and be aware of potential accidents. Furthermore, it is important to understand the basic principles of the devices, including the different optical and electrical properties. Acquiring the exact knowledge to control a device is important for two reasons; to maintain a safer operating environment and prolong the lifespan of expensive devices. This review briefly summarizes the knowledge needed for better and safer aesthetic procedures and the proper control of aesthetic devices.

표준전자식 혈압계와 수은혈압계, 전자혈압계의 비교 선행연구 (Comparison of Sphygmomanometer, Fully Automatic Electronic Blood Pressure Meters with Standard Digital Blood Pressure Monitor : Pilot Study)

  • 양지상;임현균;조동헌
    • 대한의용생체공학회:의공학회지
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    • 제33권3호
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    • pp.155-162
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    • 2012
  • Devices to measure the blood pressure of patients are being used without any calibration in a hospital. It is an important to show consistent values when any medical devices measure the same patients regardless they are sphygmomanometer or fully automatic electronic blood pressure meter. We compared sphygmomanometer and fully automatic electronic blood pressure meters with standard digital blood pressure monitor (SDBPM) to evaluate the consistency of the small healthy subjects. We measured the blood pressure from six healthy subjects (three of 20~40 years and three of 40~60 years old). Two sphygmomanometer and two fully automatic electronic blood pressure meters were used and compared with the SDBPM. Blood pressures measured from right and left arms each and were compared. All six healthy subjects showed normal blood pressure values. In general, left blood pressure values showed higher values than right side. Comparing SDBPM, with the other monitors, the systolic pressure showed ${\pm}$ 34.8% difference and ${\pm}$ 33.3% for the diastolic pressure. Correlation between SDBPM and Sphygmomanometer was 0.59~0.71, and 0.50~0.70 for fully automated digital BP monitors. It fell in grade-D when we apply the BHS(British hypertension society). AAMI(American association for the advancement of medical instrumentation) also showed unsatisfactory results for the mean value (${\leq}$ 5 mmHg) and standard deviation (${\leq}$ 8 mmHg). We tested sphygmomanometer and fully automatic electronic blood pressure meters and compared with a standard digital blood pressure monitor. All devices showed inconsistent blood pressures. A reliable calibration system is highly needed for all devices in all hospitals.

Safety Management for MR-Guided Interventions

  • Cherkashin, Mikhail;Berezina, Natalia;Serov, Alexey;Fedorov, Artem;Andreev, Georgy;Kuplevatsky, Vladymir
    • Investigative Magnetic Resonance Imaging
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    • 제20권3호
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    • pp.152-157
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    • 2016
  • Purpose: Operating room management is the serious and complex task for hospital managers and the common approach is to develop relevant standard operational procedures. From patient and staff safety perspective, operating room management should be well-studied and hospital should identify and address any potential risks. Simultaneous usage of different imaging and less-invasive treatment technologies demands strong management control. Materials and Methods: We have formed the multidisciplinary expert panel (surgeons, anesthesiologists, radiologists, healthcare managers etc.) for hybrid theater management standard operational procedure development. On the first stage the general concept of hybrid room design and patient routing was developed. The second stage included the technical details discussion. For patient safety improvement we modified the Surgical Safety Check-list in accordance with potential MRI-related safety challenges and concerns. Results: WHO Surgical Safety Checklist is a simple and easy-to use tool which includes three blocks of question (grouped by the surgery process). We have developed two additional blocks of questions for the intraoperative magnetic resonance investigation. It is very important to have a special detailed routing with a strong control of ferromagnetic devices and anesthesiology care. Conclusion: High-energy MRI (1.5-3.0T) is characterized by potential influence on patient and staff safety in case of hybrid surgery. It is obvious to have a strong managerial control of ferromagnetic devices and anesthesiology care. Surgical Safety Checklist is the validated tool for improving patient safety. Modification and customization of this check-list potentially provides the opportunity for surgery processes improving.

경추 고정 마네킹에게 직접 후두경(Macintosh laryngoscope), 부지(Gum elastic bougie), 비디오 후두경(Pentax AirWay Scope)을 사용한 기관내삽관 비교 (A Comparison of Endotracheal Intubation using the Macintosh Laryngoscope, the Gum Elastic Bougie and the Pentax AirWay Scope in Neck-Stabilized Manikin)

  • 최욱진;조근자
    • 한국응급구조학회지
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    • 제15권3호
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    • pp.71-80
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    • 2011
  • Purpose : This research was designed to provide basic data for advanced pre-hospital airway management by comparing the ease of intubation, the success rate and the time for intubation performed with Macintosh Laryngoscope, Gum Elastic Bougie and Pentax AirWay Scope on the floor and table. Methods : Intubation was performed 30 times in total, including 5 times for each of intubation using Macintosh Laryngoscope, Gum Elastic Bougie and Pentax Airway Scope on the table and floor, only on subjects who passed the practice test of the national exam for paramedics. Data were collected by measuring the ease of intubation, the success rate and the time for intubation, and then analyzed by descriptive analysis, paired t-test, ANOVA using SPSS 18.0. Results : 1. There was a significant difference in the ease of intubation according to intubation devices. 2. There was a significant difference in the ease of intubation according to table height for intubation. 3. There was a significant difference in the success rate according to intubation devices. 4. There was no significant difference in the success rate according to table height for intubation. 5. There was a significant difference in the intubation time according to intubation devices. 6. There was a partially significant difference in the intubation time according to table height for intubation. Conclusion : Sufficient training not only with Macintosh Laryngoscope but also with Gum Elastic Bougie and Pentax Airway Scope could improve the survival rate by intubation in patients with difficult airway.

U-Healthcare 기기에서 DRDoS공격 보안위협과 Big Data를 융합한 대응방안 연구 (A Study on Countermeasures of Convergence for Big Data and Security Threats to Attack DRDoS in U-Healthcare Device)

  • 허윤아;이근호
    • 한국융합학회논문지
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    • 제6권4호
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    • pp.243-248
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    • 2015
  • U-Healthcare는 언제, 어디서나 환자의 건강을 검사하고 관리하며 유지할 수 있도록 하는 의료와 IT가 융합된 서비스이다. U-Healthcare 서비스에서 이루어지는 통신은 검진한 분석 결과나 긴급 데이터를 무선 통신방식을 이용하여 병원 서버에 전송하는 방식이 활용되고 있다. 이 때 악의적인 접근을 수행하는 자(공격자)가 U-Healthcare기기나 BS(Base Station)에 DRDoS(Distributed Reflection DoS)공격을 하면 위급한 환자의 상황 정보가 병원 서버까지 전송되지 않는 다양한 피해가 예상된다. 이를 대응하기 위해 DRDoS 공격 시나리오와 DRDoS에 대한 대응방안을 제안하고 대량의 패킷을 처리할 수 있는 빅데이터와 융합한다. 공격자가 U-Healthcare 기기나 BS(Base Station)를 공격 시 DB와 연동하여 일치하면 공격을 막는다. 본 논문은 원격의료 서비스인 U-Healthcare기기나 BS에서 나타날 수 있는 공격방법을 분석하고, 빅데이터를 활용하여 보안 위협에서의 대응방안을 제안한다.

Rehabilitation of spinal muscular atrophy: current consensus and future direction

  • Yi, You Gyoung;Shin, Hyung-Ik;Jang, Dae-Hyun
    • Journal of Genetic Medicine
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    • 제17권2호
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    • pp.55-61
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    • 2020
  • Spinal muscular atrophy (SMA) is a neuromuscular disease that requires multidisciplinary medical care, including rehabilitation management. The emergence of a genetic therapy-based approach for SMA has markedly changed the disease course. Nonetheless, currently, updated physical therapy and rehabilitation are warranted for individuals with SMA in the era of gene therapy. In this review, we discuss the physical therapy and rehabilitation strategies currently performed for people with SMA, such as positioning and bracing, supported standing, management of musculoskeletal deformities, stretching, physical exercise training like aerobics and strengthening exercises, assistive devices, pulmonary rehabilitation, and dysphagia treatment.

골반부와 관련된 국내임상연구동향 고찰 -골반부의 변위를 중심으로- (Analysis of the Research Trends of Pelvic Malposition in Korean Clinical Research)

  • 박재현;남수현;김동후;강준혁;허우영
    • 한방재활의학과학회지
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    • 제25권2호
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    • pp.81-88
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    • 2015
  • Objectives The purpose of this review was to analyze the research trends in clinical research related to pelvic malposition published in Korean medicine journals. Methods We searched articles in Korean databases (OASIS, NDSL, RISS, and KTKP), and sorted the articles by publishing date, pelvic malposition type, field of study, and measurement index. Results 1. 25 original articles and 9 case report articles were reviewed. 2. In recent years, this topic has been studied more frequently, with an increasing number of original articles published. 3. 16 articles analyzed pelvic malposition type. And half of the articles focused on ilium. 4. The original articles have figured out the correlation between pelvic malposition measurement indices and other measurement indices or diseases. 5. Treatment tools, such as chuna therapy, the mckenzie method, devices for correcting malposition, acupuncture were used in the case report articles. 6. 29 measurement indices, such as Ferguson's angle, Ilium shadow measurement, and Iliac height difference were used. Conclusions According to the literature, pelvic malposition is related to other diseases and measurement indices, and manual medicine on pelvic malposition can be effective. However, due to the lack of sufficient empirical evidence from medical articles to support this, further clinical research should be conducted.