• 제목/요약/키워드: Medical big data

검색결과 419건 처리시간 0.031초

Evaluation of Geographic Indices Describing Health Care Utilization

  • Kim, Agnus M.;Park, Jong Heon;Kang, Sungchan;Kim, Yoon
    • Journal of Preventive Medicine and Public Health
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    • 제50권1호
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    • pp.29-37
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    • 2017
  • Objectives: The accurate measurement of geographic patterns of health care utilization is a prerequisite for the study of geographic variations in health care utilization. While several measures have been developed to measure how accurately geographic units reflect the health care utilization patterns of residents, they have been only applied to hospitalization and need further evaluation. This study aimed to evaluate geographic indices describing health care utilization. Methods: We measured the utilization rate and four health care utilization indices (localization index, outflow index, inflow index, and net patient flow) for eight major procedures (coronary artery bypass graft surgery, percutaneous transluminal coronary angioplasty, surgery after hip fracture, knee replacement surgery, caesarean sections, hysterectomy, computed tomography scans, and magnetic resonance imaging scans) according to three levels of geographic units in Korea. Data were obtained from the National Health Insurance database in Korea. We evaluated the associations among the health care utilization indices and the utilization rates. Results: In higher-level geographic units, the localization index tended to be high, while the inflow index and outflow index were lower. The indices showed different patterns depending on the procedure. A strong negative correlation between the localization index and the outflow index was observed for all procedures. Net patient flow showed a moderate positive correlation with the localization index and the inflow index. Conclusions: Health care utilization indices can be used as a proxy to describe the utilization pattern of a procedure in a geographic unit.

EXCUTE REAL-TIME PROCESSING IN RTOS ON 8BIT MCU WITH TEMP AND HUMIDITY SENSOR

  • Kim, Ki-Su;Lee, Jong-Chan
    • 한국컴퓨터정보학회논문지
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    • 제24권11호
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    • pp.21-27
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    • 2019
  • 임베디드 시스템에서는 서비스 특성에 따라 정해진 시간 내에 처리해야하는 하드 실시간 시스템과 처리 시간이 더 유연한 유연한 실시간 시스템을 분리해야합니다. 실시간을 동시에 수행하기 위해 운영 체제를 8BIT MCU와 같은 저 성능 임베디드 장치로 이식하는 것은 어렵습니다. RTOS (실시간 OS)를 사양이 낮은 MCU에 포팅하고 여러 작업을 수행 할 때 실시간 및 일반 처리 성능이 크게 저하되어 8BIT MCU와 같은 저 성능 MCU로 포팅 된 운영체제에 하드 실시간 시스템이 필요한 경우 성능 저하로 인해 하드웨어 및 소프트웨어를 다시 설계하는 문제가 발생되고 있습니다. 저성능 MCU에 이식 된 RTOS (저 성능 MCU로 포팅)에서 실시간 처리 시스템 요구 사항을 처리에 대하여 연구하고 프로세스 스케줄링에 대하여 연구가 진행되었습니다.

치과 임플란트 국민건강보험 급여화 이후 노인의 치과 임플란트 이용에 대한 예측 모형: 사회경제적 요인 중심으로 (Prediction model for dental implants utilization in the elderly after the national health insurance coverage of dental implants: focusing on socioeconomic factors)

  • 이상희;김규석;문혜영;강정윤
    • 한국치위생학회지
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    • 제24권1호
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    • pp.9-16
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    • 2024
  • Objectives: The demand for dental care is expected to increase as the population ages. This study aimed to predict the utilization of dental implant care following the expansion of national health insurance benefits for dental implants. Methods: Multiple linear regression analysis was performed on HIRA big data open portal data and DNN-based artificial intelligence models to forecast the utilization of dental care in relation to the national health insurance coverage for dental implants. Results: National health insurance coverage of dental implants was found to be associated with the number of patients using dental implant services and demonstrated a statistical significance. The dental implant services utilization increased with the increased dental implant health insurance benefits for the elderly population, increased mean by region, increased number of dental institutions by region, and increased health insurance coverage rate for dental implants. However, the dental implant services utilization decreased with the increased number of older people living alone and increased size of dental institutions. Conclusions: With the expansion of the national health insurance coverage for dental implants, it is predicted that the utilization of dental implant medical services will increase in the future.

네트워크 분석을 활용한 보건의료 및 간호관련 특허의 특징: 서술적 고찰 (Descriptive Review of Patents in Healthcare and Nursing: Based on Network Analysis)

  • 전미선;윤나영;김상희
    • 대한간호학회지
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    • 제54권1호
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    • pp.1-17
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    • 2024
  • Purpose: The significance of the healthcare industry has grown exponentially in recent years due to the impact of the fourth industrial revolution and the ongoing pandemic. Accordingly, this study aimed to examine domestic healthcare-related patents comprehensively. Big data analysis was used to present the trend and status of patents filed in nursing. Methods: The descriptive review was conducted based on Grant and Booth's descriptive review framework. Patents related to nursing was searched in the Korea Intellectual Property Rights Information Service between January 2016 to December 2020. Data analysis included descriptive statistics, phi-coefficient for correlations, and network analysis using the R program (version 4.2.2). Results: Among 37,824 patents initially searched, 1,574 were selected based on the inclusion criteria. Nursing-related patents did not specify subjects, and many patents (41.4%) were related to treatment in the healthcare delivery phase. Furthermore, most patents (56.1%) were designed to increase effectiveness. The words frequently used in the titles of nursing-related patents were, in order, "artificial intelligence," "health management," and "medical information," and the main terms with high connection centrality were "artificial intelligence" and "therapeutic system." Conclusion: The industrialization of nursing is the best solution for developing the healthcare industry and national health promotion. Collaborations in education, research, and policy will help the nursing industry become a healthcare industry of the future. This will prime the enhancement of the national economy and public health.

장애 중증도 수준에 따른 장애 유형이 고용에 미치는 영향: 장애인고용패널조사를 중심으로 (Effect of Disability Types by Disability Severity Levels on Employment: Based on the Employment Panel Survey for the Disabled)

  • 최준혁;이지수;정선우;오성수;조훈
    • 재활치료과학
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    • 제11권2호
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    • pp.63-76
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    • 2022
  • 목적 : 본 연구의 목적은 장애 중증도 수준뿐만 아니라 장애 유형 또한 함께 고려하여 장애인의 고용현황을 분석함으로써 기존의 장애 중증도 수준에 기반한 의학적 손상을 기준으로 하여 직업적 능력을 고려하는 것에 한계가 있음을 지적하는 데에 있다. 연구방법 : 장애인고용공단(2019)에서 조사한 장애인 고용패널조사 2차 웨이브 4차 조사 자료를 사용하였다. 독립변수는 장애인의 장애 중증도와 장애 유형, 종속변수는 고용여부로 하여 장애 중증도에 따른 장애 유형의 고용가능성 오즈비를 로지스틱 회귀분석으로 산출하였다. 결과 : 장애정도가 심한 군은 고용가능성은 관련 변수들을 보정했을 때, 신체외부장애 유형에 비해 신체내부장애의 고용가능성이 0.413(95% CI: 0.271-0.629)배로 유의하게 낮았고(p<.001), 장애정도가 심하지 않은 군에서는 신체외부장애에 비해 신체내부장애가 0.475(95% CI: 0.327-0.690)배로 고용가능성이 낮았다(p<.001). 결론 : 장애 중증도 수준이 같다 하더라도 장애 유형에 따라 고용가능성이 달라질 수 있음을 확인하였다. 장애 유형과 중증도를 모두 고려하여 고용가능성의 편차를 줄일 수 있는 판정 기준의 마련이 필요하다.

119구급대를 이용한 소아환자의 응급실 내원 현황 - C대학병원 응급의료센터를 중심으로 - (The status quo of offering help in emergency room on pediatric patients with 119 rescuer - Focused on the Emergency Center of C National University Hospital -)

  • 윤종근;이정용
    • 한국응급구조학회지
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    • 제11권3호
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    • pp.119-128
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    • 2007
  • It is happening a lot that the pediatric patients who are offering help in emergency room with background 119 rescuer require emergency care compared to adults. Our study was conducted to have a clear grasp of the status quo of pediatric patients who are offering help in emergency room with 119 rescuer. METHOD & OBJECT pediatric patients under 8 age who were offering help was conducted as objects by 119 cases from January, 2006 to January 2007, with 119 rescuer at C university hospital in Gwangju metropolitan city, which were 87 cases for a boy(73.1%), 32 cases for a girl. Based on emergency diary of emergency members and the medical treatment record of emergency room in C university hospital, a disease and a type of an external wound were analyzed according to ages of these patients, a time zone and season. RESULT In terms of an age, 25 cases(21.0%) have less than 1 age extremelymuch, in case of emergency, 61 cases(51.3%), which were more than non-emergency, in terms of happened places of patients, there were households up to 78 cases(65.5%) extremely much. In terms of happened time, 13:00 to 18:00 have highest data up to 48 cases(40.3%). According to season, there were no big differences in 4 seasons(spring : 30.3%, summer : 24.4%, fall : 29.4%, winter : 16.0%). In case of being offered help at emergency room due to diseases, 1-2 ages have highest estimate with 55.7%, in terms of a time zone, 19:00-24:00 have highest with 33.7%, in terms of season, summer(6, 7, 8) have highest with 32.8%. in case of traffic accident, 7-8 age have highest with 47.1%, according to a time zone, 13:00 to 18:00 have highest with 88.2%, according to season, fall have highest with 64.7%. In case of an external wound, 3-4 age have highest with 38.2%, according to a time zone, 13:00-18:00 have highest with 41.2%, according to season, spring have highest with 38.2%. CONCLUSION It shows that in case of pediatric patients who were offering help at emergency room with 119 rescuer, a pediatric under 1 age was due to a disease, in case of an external wound, there were 3-4 age, in case of traffic accident, 7-8 age have highest, a case for emergency have highest.

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팬데믹 시대, 텍스트 마이닝을 통한 의학드라마의 시청자 반응 연구-<슬기로운 의사생활>을 중심으로- (Pandemics Era, A Study one the Viewers' Responses of Medical Drama through Text Mining. -Focused on -)

  • 안성훈;오세종;정달영
    • 문화기술의 융합
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    • 제6권4호
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    • pp.385-389
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    • 2020
  • 의학드라마 <슬기로운 의사생활>은 '사람' 중심의 스토리로 전개되어 시청자의 공감대를 높였다. 드라마의 스토리는 의사, 환자, 가족들의 진정한 삶의 이야기이다. 또한 '평범한 우리들의 조금 특별한 매일'을 떠오르게 하는 이야기이다. 그리고 드라마 5명 캐릭터가 직접 연주하고 불렀던 노래는 향수를 자극하고, 몰입을 높이는 요소가 되었다. 최고시청률 14.1%를 달성했으며, 블로그만 51,584건이 등록되었다. 빅데이터 분석에 따르면, 연관어는 '슬기로운 OST', '앨범명', '아티스트명', '2시간 연속재생', '음원', '리메이크', 'OST 공개', '슬기의사생활 전곡방송본', '광고수익', '신청곡', '플레이리스트', '아로하', '조정석'이 추출되었다. 의학드라마의 상품화는 '드라마 OST 앨범 판매', '온라인 라이브 콘서트 주최(광고 PPL)', '피아노 악보 출간', '사람 중심의 사진전', '드라마 하이라이트를 편집한 뮤직 비디오 제작', '유튜브 업로드 수익', '마스크', '소독제'가 있다. <슬기로운 의사생활2>에서는 코로나19에 발생한 감동적인 사연과 매력적인 인간미가 있는 이야기가 펼쳐질 것으로 예측한다. 연구의 한계점은 장르별 다양한 작품의 분석과 업종에 따른 소비자 가치 분석 시도가 필요하겠다.

이동형 의료영상 장치를 위한 JPEG2000 영상 뷰어 개발 (Development of JPEG2000 Viewer for Mobile Image System)

  • 김새롬;정해조;강원석;이재훈;이상호;신성범;유선국;김희중
    • 한국의학물리학회지:의학물리
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    • 제14권2호
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    • pp.124-130
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    • 2003
  • 현재, 많은 병원이 방사선과 의료영상정보를 기존의 필름형태로 판독하고, 진료하는 방식에서 PACS를 도입하여 디지털 형태로 영상을 전송, 저장, 검색, 판독하는 환경으로 변화하고 있다. 한편, PACS가 가지는 가장 큰 제한점은 휴대성의 결핍이다. 본 연구는 이동형 장치가 가지는 호스트의 이동성 및 휴대성의 장점들을 살리면서, 무선 채널 용량의 한계, 무선 링크 사용이라는 제약점들을 감안하여 의료영상을 JPEG2000 영상압축 방식으로 부호화한 후 무선 환경을 고려한 전송 패킷의 크기를 결정하고자 하였으며, 무선 통신 중 발생되는 패킷 손실에 대응하기 위한 자동 오류 수정 기능도 함께 구현하고자하였다. Window 2000 운영체계에서 의료영상을 로드하고, 데이터베이스화하며, 저장하고, 다른 네트워크와 접속, 제어가 가능한 PC급 서버를 구축하였다. 영상데이터는 무선망을 통해 전송하기 때문에 가장 높은 압축비율을 지원하면서 에너지 밀도가 높은 JPEG2000 알고리즘을 사용하여 영상을 압축하였다. 또한, 무선망 사용으로 인한 패킷 손실에 대비하여, 영상을 JPEG2000 방식으로 부호화한 후 각 블록단위로 전송하였다. PDA에서 JPEG2000 영상을 복호화 하는데 걸리는 시간은 256*256 크기의 MR 뇌영상의 경우 바로 확인할 수 있었지만, 800*790 크기의 CR 흥부 영상의 경우 약 5초 정도의 시간이 걸렸다. CDMA 1X(Code-Division Multiple Access 1st Generation) 모듈을 사용하여 영상을 전송하는 경우, 256 byte/sec정도에서는 안정된 전송 결과를 보여주었고, 1 Kbyte/sec정도의 전송의 경우 중간 중간에 패킷이 손실되는 결과를 관찰할 수 있었다. 반면 무선 랜의 경우 이보다 더 큰 패킷을 전송하더라도 문제점은 발견되지 않았다. 현재의 PACS는 유선과 무선사이의 인터페이스의 부재로 인해 유무선 연동이 되지 못하고 있다. 따라서 이동형 JPEG2000 영상 뷰어는 PACS가 가지는 문제점인 휴대성을 보완하기 위하여 개발되었다. 또한 무선망이 가지는 데이터 손실에 대하여서도 허용할 수 있는 범위에서 재전송을 가능하게 함으로서 약한 연결성을 보완하였다. 본 JPEG2000 영상 뷰어 시스템은 기존 유선상의 PACS와 이동형 장치간에 유기적인 인터페이스 역할을 하리라 기대된다.

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한방간호 관리체계 연구 (Summary and Conclusion Title :Oriental Nursing Management System)

  • 문희자
    • 동서간호학연구지
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    • 제10권1호
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    • pp.11-26
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    • 2004
  • The purpose of this study is to investigate the present conditions of nursing investment contents, its conversion process, and output in Oriental University Medical Center, Korea to get good qualified Oriental nursing result which is the ultimate purpose of the Oriental nursing management, and to develope a matrix of Oriental nursing management system on the basis of that project. The subjects for nursing investment and output contents were eighteen nursing directors in eleven Oriental University Medical Center and two hundred thirty-nine nurses with three years and over experience in Oriental medical center. The subjects for Oriental nursing organization, human affair management, and control function were nineteen Oriental medical center in Oriental University Medical Center, Korea. Data were collected from November, 2002 to February, 2003 with questionnaire. Data analysis was done by SPSS PC+ 12 program. Frequency, percentage, and minimum/maximum values were used for investment contents, and frequency and percentage were used for conversion process and output contents. 1. The input factors of oriental nursing management system The objective's western hospital career was over five years of one hundred and seventy-five(73.2%) persons. Nursing in-service education was performed in fourteen hospitals(77.8%). Two hundreds(83.7%) were pro to oriental nurse system. Only four hospitals(22.2%) had independent budget in nursing division. Nursing staff allocation to the bed was from 2.8:1 to 9.06:1 respectively, with a big gap of the rate following the hospitals. 2. The conversion factors of oriental nursing system 1) Oriental nursing system Oriental hospital nursing system was organized independently in ten hospitals among eighteen hospitals. The recruitment of nurses which was a vital role of the nursing division of the hospital was mostly(79%) opened. The education to develope nursing personnels was through in-service one in 97.4%. Education for oriental nursing and management was performed in 42.1%(eight hospitals) and that for reserves was done in 36.8%(seven hospitals). Administration for nursing education by nursing division was 68.5%(thirteen hospitals). The post education evaluation was performed by report submission in 36.8%(seven hospitals), by written examination in 26.3%, by questionnaires in 21.1%, and by lecture presentation in 15.8% subsequently. The directorial meeting for the nursing directors was attended by 84.2%(sixteen hospitals), and the meeting type was the medical executive and support division executive meeting in 55.6%(ten hospitals) and the personnel management in 39.6%(seven hospitals). 2) The actual conditions of oriental nursing personnel management The reason of working in oriental hospital was by voluntary in 67.1%(a hundred and sixty persons), by nursing department order in 28.0%(sixty-seven persons), and by others in 5.0%(twelve persons) respectively. The shift form was a three-shifts one in 94.7%(eighteen hospitals), a two-shift one in only one hospital. Duty assignment was functional in 52.6%(ten hospitals), team and functional in 26.3%(five hospitals) and no team alone. Promotion manual was present at 68.4%(thirteen hospitals) and the competency essentials comprised of performance evaluation in 79%, interview, written examination, training result, study result subsequently. No labor union existed in 79%(fifteen hospitals) 3) Oriental nursing preceptor system There were five oriental hospitals(27.7%) administering the preceptor utilization model, which showed lower rate than the twenty-two medical university hospitals in Seoul in which fifteen hospitals (72.7%) were having the system. To the question of necessity of oriental nurse system asked to the objectives of two hundred and thirty-nine with more than three year-experience in oriental hospital, two hundred persons(83.7%) answered positively. 4) The control of oriental nursing The evaluation results from the target hospitals were mostly not opened in 89.4% of oriental hospitals. Thirteen hospitals(68.3%) had evaluation system of direct managers and the next were three hospitals(15.8%) of direct managers and selves. There was one hospital(5.3% each) where fellows and superiors, fellows, and inferiors' evaluation was performed and no hospital where superiors, fellows, inferiors and selves, and superiors, fellows and selves' evaluation was performed. The QI activity of nursing was 42.1%(eight hospitals) for nursing service evaluation, 36.8% for survey of ECSI, 26.3% for survey of ICSI, 15.8% for medical visit rate, 10% for hospital standardization inspection in sequence. 3. The output factors of oriental nursing management system The job satisfaction appeared good in general, indicating very good in thirty-seven persons (15.7%), good in one hundred and fourteen persons (48.3%) and fair in eighty-five persons(36.0%).

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건강보험 청구 데이터를 활용한 머신러닝 기반유방암 환자의 생존 여부 예측 (The Prediction of Survival of Breast Cancer Patients Based on Machine Learning Using Health Insurance Claim Data)

  • 이덕규;변경근;이형동;신선희
    • 한국산업정보학회논문지
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    • 제28권2호
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    • pp.1-9
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    • 2023
  • 유방암 관련 기존 AI 연구는 보조적인 진단 예측이나 임상적 요인에 따른 진료 결과를 예측하는 주제가 많았다. 또한 연구기관의 코호트 자료나 일부 환자 자료를 이용하는 경우가 대부분이었다. 본 논문에서는 건강보험심사평가원이 보유하고 있는 전 국민 유방암 환자의 전수 데이터를 활용하여 유방암 환자의 40~50대와 다른 연령대 간의 생존 여부 예측과 생존 여부에 미치는 요인의 차이점을 분석했다. 그 결과, 환자들의 생존 여부 예측 정밀도는 40~50대가 평균 0.93으로 60~80대 0.86 보다 높았으며, 요인에 있어서도 40~50대는 치료횟수(46%)가, 60~80대는 나이(32%)의 변수 중요도가 제일 높았다. 기존 연구와 성능 비교 결과, 평균 정밀도가 0.90으로 기존 논문의 정밀도 0.81보다 높았다. 적용 알고리즘별 성능 비교 결과, 의사결정나무(Decision Tree), 랜덤포레스트(Random Forest) 및 그래디언트부스팅(Gradient Boosting)의 전체 평균 정밀도는 0.90, 재현율은 1.0으로 연령대 그룹 내에서 동일하였으며, 다층퍼셉트론(Multi-Layer Perceptron)의 정밀도는 0.89, 재현율은 1.0 이었다. 심평원의 전 국민 심사청구 빅데이터 가치 활용을 제고하기 위해 비전문가용 머신러닝 자동화(Auto ML) 도구를 사용한 더 많은 연구가 진행되기를 바란다.