• 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.

• 한국병원경영학회지
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• 제20권1호
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• pp.53-64
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• 2015

Our objective was to evaluate differences in linear regression versus multilevel(cross-level interaction model) modeling for affecting factors lumbar discectomy. The data were used in 2011 patients with HIRA sample data. Total number of analysis is 3,641 patients and 248 hospitals. The results of research model showed that the type and location of the hospital-level factors were significant. However, all factors of patient-level were similar in the two models. Therefore, it requires the selection of an appropriate model for a more accurate analysis of the influencing factors in the daily medical charge.

• 대한소아치과학회지
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• 제47권3호
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• pp.277-292
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• 2020

유치 및 미성숙영구치의 치수치료는 소아 및 청소년 영역에서 빈번하게 행하지는 치료이며, 임상 양상과 치수 진단 뿐만 아니라 환아 및 보호자, 술자의 환경에 영향을 받는다. 이 연구의 목적은 실제 임상에서 행해지는 치수치료의 현황에 대한 조사와 더불어 치료방법을 선택하게 된 배경에 대해 조사하는 것이다. 이 연구는 소아치과학회 회원을 대상으로 총 153명의 설문조사 결과지를 바탕으로 시행되었으며, 2010년부터 2018년까지의 건강보험심사평가원의 통계자료를 함께 분석하였다. 설문조사 결과와 건강보험심사평가원의 통계자료 모두 유치의 1-visit pulpectomy가 가장 활발하게 시행되고 있는 술식으로 나타났으며, 유치열기 또는 혼합치열기 어린이에서 Ni-Ti file의 사용 빈도가 증가하였다. 미성숙영구치의 치료에서는 개인치과의원에서 치수재생치료의 시행 빈도가 대학병원보다 낮은 것으로 나타났다.

• 한국의료질향상학회지
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• 제22권1호
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• pp.11-26
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• 2016

The Organization for Economic Cooperation and Development, which has continuously evaluated the performance of healthcare systems, has recently invested much effort into hospital performance measurement. The purpose of this paper is to introduce the hospital performance measurement programs operated by international organizations or at the national level based on the OECD's hospital performance project. Health Insurance Review & Assessment service (HIRA)'s quality assessment was analyzed based on the analytical framework of the OECD's hospital performance project. The hospital performance measurement programs of WHO, Canada, Australia, United States and United Kingdom are briefly explored, in view of the conceptual framework, key performance dimensions and indicators that are currently in use. The OECD suggested seven key dimensions of hospital performance: timeliness, efficiency, continuity, effectiveness and appropriateness, staff orientation, patient orientation and safety. The analysis of the quality assessment program of HIRA, which operates 36 diseases and procedures and 347 indicators, shows that the numbers of indicators are relatively small in the areas of safety, patient centeredness and efficiency. Continuity of care and staff orientation are not fully developed also, but the situations are similar in other countries. In conclusion, hospital performance measurement using stable and comprehensive data should be developed to improve overall system performance, and discussions on a conceptual framework that can lay out directions and key performance domains need to take into place.

• 대한예방한의학회지
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• 제25권2호
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• pp.1-11
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• 2021

Objective : The purpose of this study is to analyze Korean patients' characteristics, who were concurrently treated with both Korean herbal medicines and Western chemical medicines using nation-wide database. Method : Using the patients sample data (HIRA-NPS 2018) provided by Health Insurance Review and Assessment Service, a group of patients who co-administered Korean herbal and Western medicines was selected, and their basic characteristics, diagnosis, and prescribed chemical medicines were analyzed. Results : Out of the 1,481,921 sample population, 17,629 patients (1.2%) were selected as a concurrent medication group. Compared to the whole sample, the concurrent medication group was composed of more women (65.8% vs. 51.1%), the more elderly people (65 or older years old) (44.5% vs. 14.6%), and the higher prevalence of chronic diseases (49.1% vs. 22.2%). The most frequent diagnosis treated with Western medicines was mental and behavioral disorders, musculoskeletal and circulatory disorders. Frequently used drugs among concurrent medication group were anti-anxiety drugs, gastric ulcer treatment drugs, and senile diseases treatment drugs. Conclusion : The evidence reported in this study is expected to provide herb-drug interaction researchers with important reference to set the priorities of research topics in the future.

• Parasites, Hosts and Diseases
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• 제60권5호
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• pp.327-338
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• 2022

This study determined the recent status and trend of Pneumocystis jirovecii pneumonia (PcP) in the non-human immunodeficiency virus (HIV) (non-HIV-PcP) and HIV (HIV-PcP) infected populations using data from the Health Insurance Review & Assessment Service (HIRA) and the Korea Disease Control and Prevention Agency (KDCA). SaTScan and Join-point were used for statistical analyses. Non-HIV-PcP cases showed an upward trend during the study period from 2010 to 2021, with the largest number in 2021 (551 cases). The upward trend was similar until 2020 after adjusting for the population. Seoul had the highest number of cases (1,597) in the non-HIV-PcP group, which was the same after adjusting for the population (162 cases/1,000,000). It was followed by Jeju-do (89 cases/1,000,000). The most likely cluster (MLC) for the non-HIV-PCP group was Seoul (Relative Risk (RR)=4.59, Log Likelihood Ratio (LLR)=825.531), followed by Jeju-do (RR=1.59, LLR=5.431). An upward trend was observed among the non-HIV-PcP group in the Jeju-do/Jeollanam-do/Jeollabuk-do/Gyeongsangnam-do/Busan/Daejeon/Daegu/Ulsan joint cluster (29.02%, LLR=11.638, P<0.001) located in the southern part of Korea. Both women and men in the non-HIV groups showed an overall upward trend of PcP during the study period. Men in the 60-69 age group had the highest annual percentage change (APC 41.8) during 2014-2019. In contrast, the HIV groups showed a falling trend of PcP recently. Men in the 60-69 age group had the most decrease (APC -17.6) during 2018-2021. This study provides an analytic basis for health measures and a nationwide epidemiological surveillance system for the management of PcP.

• 한국산학기술학회논문지
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• 제21권5호
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• pp.274-280
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• 2020

이 연구의 목적은 건강보험심사평가원에서 공개한 2015년 4월부터 2018년 4월까지 상급종합병원의 비급여 진료비 자료를 사용하여 비급여 진료비 항목별로 현황 및 평균 비용과 변이가 있는지 파악하는 것이다. 조사대상은 2015년, 2016년, 2017년, 2018년 4월 기준 상급종합병원 44개 기관 중 취소되거나 신규로 지정된 기관은 제외하고 최종 41개 상급종합병원의 비급여 진료비 현황이다. 연구방법은 건강보험심사평가원 정보공개창구에서 공개 자료를 요청한 후 승인을 받아 진행하였다. 분석방법은 일반적 특성과 연도별 비급여 항목 현황은 빈도분석, 연도별 변이 파악은 변동계수(C.V.)를 선정하여 분석하였다. 연구 결과, 비급여 진료비 세부항목의 현황을 비교 분석한 결과 비급여 항목의 개수가 2015년에는 총 51개였지만, 2016년 53개, 2017년, 98개로 점점 증가 추세를 보였으며 2018년에는 총 193개 항목으로 급격히 증가하였다. 상급종합병원 비급여 진료비 변이에 따른 항목 표준화를 위해서 정부는 비급여 진료비 표준화를 확대하고 의료기관은 표준화된 비급여 진료비 항목이나 명칭 등을 사용하도록 의무화하여야 한다.

• 보건행정학회지
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• 제26권4호
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• pp.359-372
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• 2016

Background: The purpose of this study was to develop risk-adjustment models for acute stroke mortality that were based on data from Health Insurance Review and Assessment Service (HIRA) dataset and to evaluate the validity of these models for comparing hospital performance. Methods: We identified prognostic factors of acute stroke mortality through literature review. On the basis of the avaliable data, the following factors was included in risk adjustment models: age, sex, stroke subtype, stroke severity, and comorbid conditions. Survey data in 2014 was used for development and 2012 dataset was analysed for validation. Prediction models of acute stroke mortality by stroke type were developed using logistic regression. Model performance was evaluated using C-statistics, $R^2$ values, and Hosmer-Lemeshow goodness-of-fit statistics. Results: We excluded some of the clinical factors such as mental status, vital sign, and lab finding from risk adjustment model because there is no avaliable data. The ischemic stroke model with age, sex, and stroke severity (categorical) showed good performance (C-statistic=0.881, Hosmer-Lemeshow test p=0.371). The hemorrhagic stroke model with age, sex, stroke subtype, and stroke severity (categorical) also showed good performance (C-statistic=0.867, Hosmer-Lemeshow test p=0.850). Conclusion: Among risk adjustment models we recommend the model including age, sex, stroke severity, and stroke subtype for HIRA assessment. However, this model may be inappropriate for comparing hospital performance due to several methodological weaknesses such as lack of clinical information, variations across hospitals in the coding of comorbidities, inability to discriminate between comorbidity and complication, missing of stroke severity, and small case number of hospitals. Therefore, further studies are needed to enhance the validity of the risk adjustment model of acute stroke mortality.

• 대한소아치과학회지
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• 제50권2호
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• pp.229-238
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• 2023

이 연구의 목적은 2011년부터 2020년까지 대한민국 소아 청소년 환자들의 혀유착증 진단과 그 수술적 치료의 동향을 조사하는 것이다. 건강보험심사평가원의 보건의료 빅데이터 개방시스템에서 제공하는 자료를 이용하여 혀유착증의 진단과 설소대 수술 시행의 연간 경향을 분석하였다. 설소대 수술 시행과 관련된 세부 요인을 조사하기 위해, 소아청소년 환자표본자료를 이용하였다. 혀유착증 진단의 경우 2011년 10만 명당 204.4명에서 2020년 356.6명으로 증가하는 경향을 보였으며, 설소대 수술은 26.8명에서 34.3명까지 증가하였다. 설소대 수술에 대한 로지스틱 회귀분석 결과, 남자가 여자보다 수술을 진행할 확률이 높았고, 0 - 4세의 연령군에서 가장 높은 진료 확률을 보였으며 병원급 요양기관에서 수술이 시행될 확률이 가장 높았다. 0 - 4세 연령군에서는 소아청소년과에서, 5 - 9세의 연령군에서는 소아치과에서 가장 많이 수술이 진행되었다. 그 이상의 연령에서는 보존과와 구강악안면외과에서 가장 높은 비율로 수술을 시행하였다. 혀의 기능은 악안면의 성장에 영향을 미칠 수 있는 만큼, 소아치과의사는 성장하는 어린이의 구강 연조직의 기능적 관리있어서도 면밀한 주의 및 관심을 기울여야 할 것으로 사료된다.

• 한국임상보건과학회지
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• 제4권2호
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• pp.582-592
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• 2016

Purpose. For more effective hospital management, it analyzes the trend through general characteristics, balance sheet, income statement, and financial ratio analysis, grasps the causes of the problems, and analyzes management of the hospital in order to use the result as baseline data for development of the hospital in the future. Methods. The collected data of 3 years from 2011 to 2013 about 3 tertiary hospitals in metropolitan cities from Alio (provider of public institution information; www.alio.go.kr), Health Insurance Review & Assessment Service (www.hira.or.kr), and the website of the Ministry of Health and Welfare (www.mw.go.kr) were analyzed and general characteristics, balance sheet, income statement, and financial ratio, analysis are used as data. Results & Conclusions. From the result of data analysis from 2011 to 2013, general characteristics, balance sheet, income statement, financial ratio analysis, and pie charts could lead to conclusions as follows. In the result of comprehensive analysis, the 3 tertiary hospitals showed increase of fixed expense due to extension of the buildings and so did the scale of fund and asset. Although medical revenue increased, the margin of increase for medical expense was greater than that of medical revenue, which consequently led to loss. In prediction for the 3 tertiary hospitals based on characteristics so far, it is expected to see improved revenue structure after building extension is completed, but it is necessary to exert management effort to maintain its optimal level by enhancement in stability of management and inventory turnover through management of inventories.