• 제목/요약/키워드: Cost Score

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ROC와 CAP 곡선에서의 최적 분류점 (Optimal Threshold from ROC and CAP Curves)

  • 홍종선;최진수
    • 응용통계연구
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    • 제22권5호
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    • pp.911-921
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    • 2009
  • 신용평가 연구에서 부도와 정상차주에 대한 판별력을 평가하는 방법으로 Receiver Operating Characteristic(ROC)와 Cumulative Accuracy Profile(CAP) 곡선을 사용한다. ROC 곡선에서 최적의 분류정확도를 갖는 분류점과 CAP 곡선에서 최대의 이익을 나타내는 분류점은 일반적인 정확도의 개념으로 정의된 동일한 성과를 가진 접선을 사용하여 구한다. 본 연구에서는 정확도의 대안적인 측도로 진실율을 제안하고, 이 진실율을 이용하여 ROC와 CAP 곡선에서 대안적인 최적의 분류점을 구한다. 대부분 실제 차주의 모집단에서 부도차주는 정상차주보다 훨씬 수가 적다. 이러한 경우에 진실율은 정확도보다 비용함수의 측면에서 더욱 효율적일 수 있다. 진실율을 이용하여 최적의 분류정확도를 나타내는 분류점과 최대의 이익을 의미하는 분류점에 대응하는 스코어는 동일하다는 것을 보였으며, 이 스코어는 부도와 정상 차주의 분포함수의 동일성을 검정하는 Kolmogorov-Smirnov 통계량에 대응하는 스코어와도 일치하는 것을 발견하였다.

만성 관절염 환자의 민간요법을 이용한 자가통증조절 행태 (Self Management of Pain by Folk Remedies in Patient with Chronic Arthritis)

  • 김종임;강현숙
    • 근관절건강학회지
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    • 제6권2호
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    • pp.242-252
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    • 1999
  • The purpose of this study was to explore self management of pain by folk remedies in patient with chronic arthritis. The participant of this study were 90 volunteers who were visit C hospital and who want to counsel with researcher for their pain control by convenient sampling method. The results of this study were summarized as follows : The subjects were the 90 patients who had been diagnosed rehumatoid arthritis(52.5%)and osteoarthritis(47.8). 93.3% of participants were women. Mean age of participants was 53.7 and duration of arthritis was 7 years. Mean pain score was 5.5cm. Eighty five kinds of folk remedies were used for pain management. The mean cost for folk remedies was 3,723,207 won and the patients with rheumatoid arthritis paid to folk remedies as much as 3 times. The perceived effect score of pain management by folk remedies was 2.932(the range of perceived effect score were 0-10cm). Percentage of discontinue to use folk remedies was 82.8% and the major reason of discontinue to use folk remedies was no effect to pain control(50.4%). Some participants(30.5%) were experienced side effect such as exacerbation of pain(50.5%). In conculusion, chronic arthritis patients have been experienced various kind of folk remedies for the management of their pain. But the effect of pain control was very low. The important weakness of folk remedies were economical waste and loss of opportunity to treatment for arthritis. The nurse who care for arthritis should be teach about weakness of folk remedies for their pain control to the patients with arthritis.

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수술부위감염이 재원일수와 비용에 미치는 영향 (The effect of surgical site infection on the length of stay and health care costs)

  • 장진희;김경훈;권순만;염선아;박춘선
    • 보건행정학회지
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    • 제21권1호
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    • pp.44-60
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    • 2011
  • Background : Surgical site infection(SSI) is one of the important nosocomial infections with pneumonia, urinary tract infection. SSI increases mortality, morbidity, length of stay, and costs for postoperative patients. The purpose of this study was to estimate length of stay(LOS) and health care costs from SSI using the large observational data. The ultimate objective was to show the effect of prevention of SSI. Method : This study used antibiotic prophylaxis evaluation data and claims data of the HIRA(Health Insurance Review and Assessment Service). The study population included 18,361 patients who underwent gastric surgery, endoscopic cholecystectomy, colon surgery, hysterectomy, cesarean section in nationwide hospitals from August to October 2007. SSI group and non-SSI group were matched according to propensity score resulted from logistic regression. The paired t-test was used to compare the difference of the LOS and health care costs between SSI group and non-SSI group. Results : The 598 cases of SSI were detected of total subjects, and the crude SSI rate was 3.3%. For each surgery, SSI rates were 5.5% for gastric surgery, 4.7% for cholecystectomy, 6.6% for colon surgery, 2.6% for hysterectomy, and 1.6% for cesarean section. The 596 cases of SSI and the 596 cases of non-SSI were matched by propensity score. The LOS of SSI group was longer than that of non-SSI group, and the difference was statistically significant. Health care costs of SSI group was more than that of non-SSI group which was significant. Conclusions : SSI increased apparently the LOS and healthcare costs. The economic loss might affect the cost of national healthcare as well as patients and hospitals. This study provided the evidence that the healthcare expenditure could be reduced by preventing SSI.

Selection of key foods for the systematic management of a food and nutrient composition database

  • Shim, Jee-Seon;Lee, Jung-Sug;Kim, Ki Nam;Lee, Hyun Sook;Kim, Hye Young;Chang, Moon-Jeong
    • Nutrition Research and Practice
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    • 제11권6호
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    • pp.500-506
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    • 2017
  • BACKGROUND/OBJECTIVES: Food composition databases are necessary for assessing dietary intakes. Developing and maintaining a high quality database is difficult because of the high cost of analyzing nutrient profiles and the recent fast-changing food marketplace. Thus, priorities have to be set for developing and updating the database. We aimed to identify key foods in the Korean diet to set priorities for future analysis of foods. SUBJECTS/METHODS: The food consumption data of the Korea National Health and Nutrition Examination Surveys 2013-2014 were used. We modified the US Department of Agriculture's key food approach. First, major foods were analyzed, contributing to 75%, 80%, 85%, or 90% of each nutrient intake. Second, the cumulative contributions to nutrient intakes were compared before and after excluding the foods least commonly consumed by individuals. Third, total nutrient score for each food was calculated by summing all percent contributions times 100 for nutrients. To set priorities among the foods in the list, we sorted the score in descending order and then compared total percent contributions of foods, within the 100, 90, 85, 80, and 75 percentiles of the list. Finally, we selected the minimum list of foods contributing to at least 90% of the key nutrient intake as key items for analysis. RESULTS: Among the 1,575 foods consumed by individuals, 456 were selected as key foods. Those foods were chosen as items above the 80 percentile of the total nutrient score, among the foods contributing at least 85% of any nutrient intake. On an average, the selected key foods contributed to more than 90% of key nutrient intake. CONCLUSIONS: In total, 456 foods, contributing at least 90% of the key nutrient intake, were selected as key foods. This approach to select a minimum list of key foods will be helpful for systematically updating and revising food composition databases.

산업재해 예방을 위한 위험 지각 증진 안전 활동 어플리케이션 개발 및 사용성 평가 (Development of Safety Activity Application and Usability Evaluation to Improve Risk Perception for Industrial Accident Prevention)

  • 이종현;김시은;조은솔;문광수
    • 한국재난정보학회 논문집
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    • 제19권2호
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    • pp.241-253
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    • 2023
  • 연구목적:본 연구의 목적은 위험 지식/지각 증진을 위하여 개발된 어플리케이션(KNOWRISK)의 구성과 기능을 소개하고 본 어플리케이션의 사용성 평가 결과를 바탕으로 문제 및 요구사항을 파악 및 결정하는 것이다. 연구방법: 어플리케이션 사용자와 관련 전문가 43명을 대상으로 MARS를 활용하여 평가를 진행하였다. 연구결과: 전체 평균 4.074점으로 만족스러운 평가 점수를 받았고 전문가와 사용자 간에 평가 점수에 유의미한 차이가 없었다. 높은 점수는 사용하기 쉬움이 4.47이었고, 비용 지불 사용이 2.88점으로 가장 낮았다. 결론: 본 연구 결과는 모바일 어플리케이션을 이용한 위험지식 증가와 안전행동 증진 노력이 근로자의 산업재해를 예방하고 안전관리에 효과적이고 효율적인 전략으로 사용될 수 있음을 시사한다.

균형성과표를 활용한 전자의무기록시스템의 성과측정 모형개발 (Development of the Performance Measurement Model of Electronic Medical Record System - Focused on Balanced Score Card -)

  • 이경희;김영훈;부유경
    • 한국병원경영학회지
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    • 제21권4호
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    • pp.1-12
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    • 2016
  • The purpose of this study are suggest to performance measurement model of Electronic Medical Record(EMR) and Key Performance Index(KPI). For data collection, 665 questionnaires were distributed to medical record administrators and insurance reviewers at 31 hospitals, and 580 questionnaires were collected(collection rate: 87.2%). Regarding methodology, Critical Success Factor(CSF) and index of the information system were derived based on previous studies, and these were set as performance measurement factors of EMR system. The performance measurement factors were constructed by perspective using BSC, and analysis on causal relationship between factors was conducted. A model of causal relationship was established, and performance measurement model of EMR system was proposed through model validation. Analysis on causal relationship between performance management factors revealed that utility cognition of the learning & growth perspective factor had causal relationship with job efficiency(${\beta}=0.20$) and decision support(${\beta}=0.66$) of the internal process perspective factors, and security had causal relationship with system satisfaction(${\beta}=0.31$) of the customer perspective factor. System quality had causal relationship with job efficiency(${\beta}=0.66$) and decision support(${\beta}=0.76$) of the internal process perspective factors, all of which were statistically significant(P<0.01). Job efficiency of the internal process perspective had causal relationship with system satisfaction(${\beta}=0.43$), and decision support had causal relationship with decision support satisfaction(${\beta}=0.91$) and job satisfaction (${\beta}=0.74$), all of which were statistically significant(P<0.01). System satisfaction of the customer perspective had causal relationship with job satisfaction(${\beta}=0.12$), job satisfaction had causal relationship with cost reduction(${\beta}=0.53$) of the financial perspective, and decision support satisfaction had causal relationship with productivity improvement(${\beta}=0.40$)of the financial perspective(P<0.01). Also, cost reduction of the financial perspective had causal relationship with productivity improvement(${\beta}=0.37$), all which were statistically significant(P<0.05). Suitability index verification of the performance measurement model whose causal relationship was found to be statistically significant revealed that $X^2/df=2.875$, RMR=0.036, GFI=0.831, AGFI=0.810, CFI=0.887, NFI=0.838, IFI=0.888, RMSEA=0.057, PNFI=0.781, and PCFI=0.827, all of which were in suitable levels. In conclusion, the performance measurement indices of EMR system include utility cognition, security, and system quality of the learning & growth perspective, decision support and job efficiency of the internal process perspective, system satisfaction, decision support satisfaction, and job satisfaction of the customer perspective, and productivity improvement and cost reduction of the financial perspective. In this study, it is expected that the performance measurement indices and model of EMR system which are suggested by the author, will be a measurement tool available for system performance measurement of EMR system in medical institutions.

시각장애인 안전을 위한 영상 기반 저비용 보행 공간 인지 알고리즘 (Vision-based Low-cost Walking Spatial Recognition Algorithm for the Safety of Blind People)

  • 강성현;이세훈;안준호
    • 인터넷정보학회논문지
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    • 제24권6호
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    • pp.81-89
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    • 2023
  • 현대사회에서 시각장애인들은 도보, 승강기, 횡단보도 등 일반적인 환경에서 보행을 하는데 어려움이 있다. 시각장애인의 불편 해소를 위한 연구로 영상이나 음성을 이용한 연구가 있으며, 이런 연구는 고비용의 웨어러블 장치, 고성능 CCTV, 음성 센서 등을 사용하여 실생활에 적용하는 데는 한계가 있다. 본 논문에서 시각장애인이 보행 중에 안전한 이동을 위해서 스마트폰에 포함된 저비용의 영상 센서를 활용하여 주변 도보 공간을 인지하는 인공지능 융합 알고리즘을 제안한다. 제안된 알고리즘은 이동 중인 사람 탐지를 위해서 모션 캡처 알고리즘과 장애물 탐지를 위한 객체 탐지 알고리즘을 융합하여 개발하였다. 모션 캡처 알고리즘으로 mediapipe을 사용하여 이동 중에 있는 주변 보행자들을 모델링 및 탐지하였다. 객체 탐지 알고리즘을 사용했으며 도보 중에 발생하는 다양한 장애물을 모델링 하였다. 실험을 통하여 인공지능 융합 알고리즘을 검증했으며, 정확도 0.92, 정밀도 0.91, 재현율 0.99. F1 score 0.95로 결과를 얻어서 알고리즘의 성능을 확인하였다. 본 연구로 보행 중에 발생하는 볼라드, 공유 킥보드, 자동차 등의 주변 장애물 및 이동 중인 보행자 회피하여 시각장애인들의 통행에 도움을 줄 수 있다.

Clinical Outcomes and Cost-Effectiveness of Osteoporosis Screening With Dual-Energy X-ray Absorptiometry

  • Chiao-Lin Hsu;Pin-Chieh Wu;Chun-Hao Yin;Chung-Hwan Chen;King-Teh Lee;Chih-Lung Lin;Hon-Yi Shi
    • Korean Journal of Radiology
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    • 제24권12호
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    • pp.1249-1259
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    • 2023
  • Objective: This study aimed to evaluate the clinical outcomes and cost-effectiveness of dual-energy X-ray absorptiometry (DXA) for osteoporosis screening. Materials and Methods: Eligible patients who had and had not undergone DXA screening were identified from among those aged 50 years or older at Kaohsiung Veterans General Hospital, Taiwan. Age, sex, screening year (index year), and Charlson comorbidity index of the DXA and non-DXA groups were matched using inverse probability of treatment weighting (IPTW) for propensity score analysis. For cost-effectiveness analysis, a societal perspective, 1-year cycle length, 20-year time horizon, and discount rate of 2% per year for both effectiveness and costs were adopted in the incremental cost-effectiveness (ICER) model. Results: The outcome analysis included 10337 patients (female:male, 63.8%:36.2%) who were screened for osteoporosis in southern Taiwan between January 1, 2012, and December 31, 2021. The DXA group had significantly better outcomes than the non-DXA group in terms of fragility fractures (7.6% vs. 12.5%, P < 0.001) and mortality (0.6% vs. 4.3%, P < 0.001). The DXA screening strategy gained an ICER of US$ -2794 per quality-adjusted life year (QALY) relative to the non-DXA at the willingness-to-pay threshold of US$ 33004 (Taiwan's per capita gross domestic product). The ICER after stratifying by ages of 50-59, 60-69, 70-79, and ≥ 80 years were US$ -17815, US$ -26862, US$ -28981, and US$ -34816 per QALY, respectively. Conclusion: Using DXA to screen adults aged 50 years or older for osteoporosis resulted in a reduced incidence of fragility fractures, lower mortality rate, and reduced total costs. Screening for osteoporosis is a cost-saving strategy and its effectiveness increases with age. However, caution is needed when generalizing these cost-effectiveness results to all older populations because the study population consisted mainly of women.

수리시설물 최적관리 시스템 개발 (Development of Optimum Management System for Irrigation Facilities)

  • 김선주;윤춘경;박성열;이광야
    • 한국농공학회지
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    • 제39권2호
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    • pp.86-94
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    • 1997
  • For the efficient operation and maintenance( 0 & M), irrigation facilities were graded on the basis of their indices related to the 0 & M condition and the characteristics of reservoirs managed by Farmland Improvement Association(FIA) were examined. The results obtained are summarized as follows : 1. Characteristics of reservoirs include effective storage capacity, irrigation area, basin area, height and length of bank. Each characteristic is scored by the principle component analysis method. Variables which compose one index are categorized on the basis of their unit and each variable is scored so that the score of each unit sums to 100 for each index. 2. The Optimum MAnagement System of Irrigation Facilities(OMASIF) for Pyoungtaek area was developed by connecting general data of the irrigation facilities to image data. The database system is divided into three tables; LookUp Table, Facility Table, and Image Table. Image Table is again divided into five sub-tables, Image Table, Construction Cost Table, Acreage Table, 0 & M Cost Table, and Specification Table. 3. The evaluating criteria for the 0 & M of irrigation facilities can be established using the OMASIF. Irrigation facilities evaluated as poor state by the criteria should be repaired.

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한국노인 복지정책 개선을 위한 양로.요양시설 급식관리체계 및 급식서비스 현황조사 (Foodservice Management Systems at Elder-Care Sites for the Improvement of Elderly Welfare Policies in Korea)

  • 양일선
    • Journal of Nutrition and Health
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    • 제29권7호
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    • pp.830-838
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    • 1996
  • The purpose of this study were to : a) examine the current foodservice management practices by different types of elder-care sites, b)evaluate the attitudes of recipients of meal service programs, and c) provide feedback for the efficient and effective foodservice management of elder-care sites in Korea. A total of 91 elderly congregate sites was analyzed in Survey 1 and opinons of 190 recipients were surveyed in Survey 2. According to the result of meal cost analysis, the meal cost per a day was ranged from ₩728 to ₩5,500. Only 16.5% elder-care sites had one dietitian due to the lack of budges and the isolated geographical location of sites. These results suggested that financial and dystematical supports by the government would be very necessary to meet the goal of nutritional-balanced meal services at congregate sites. The survey results of recipients at sites, the mean of meal satisfaction score was rated 3.63 at the five-point scales. Significante differences were found between dependent variables(food, convenience, atmospere, menu, facility, and service) and independent variables(site type, gender, living years at sites, and health status). Thus, foodservice managers must consider characteristics of participants for menu planning, service, and distribution.

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