• KDI Journal of Economic Policy
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• 제38권3호
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• pp.79-106
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• 2016

This paper investigates the effectiveness of public credit guarantee programs and interest-support programs for SMEs (small and medium enterprises). First, assuming that there is an imperfect information structure in the SME loan market, we analyze how SME support financial programs affect the corporate decisions made by SMEs with regard to default or loan sizes. In addition, this paper theoretically computes the optimal levels of credit guarantee amounts and the interest-support spread under equilibrium with imperfect information in a competitive loan market. Second, the paper empirically analyzes the continuous policy-treatment effect with the GPS (generalized propensity score) method. In particular, we consider the ratio of guaranteed debt to the total debt as a continuous policy treatment. The empirical results show that marginal effects of a credit guarantee on SMEs' productivity, profitability, and growth potential decrease with the ratio of guaranteed debt to the total debt. In addition, the average effect of a credit guarantee is maximized when this ratio is at 50% to 60%.

• Communications for Statistical Applications and Methods
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• 제27권6호
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• pp.675-688
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• 2020

In survival analysis of observational data, the inverse probability weighting method and the Cox proportional hazards model are widely used when estimating the causal effects of multiple-valued treatment. In this paper, the two kinds of weights have been examined in the inverse probability weighting method. We explain the reason why the stabilized weight is more appropriate when an inverse probability weighting method using the generalized propensity score is applied. We also emphasize that a marginal hazard ratio and the conditional hazard ratio should be distinguished when defining the hazard ratio as a treatment effect under the Cox proportional hazards model. A simulation study based on real data is conducted to provide concrete numerical evidence.

• 무역학회지
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• 제44권3호
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• pp.227-252
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• 2019

This study explores the effects of exports on the innovation of Korean firms listed on two Korean stock markets, the Korean Stock Exchange and the Korean Securities Dealers Quotations, between 1999 and 2016. By matching exporting firms to non-exporting ones with propensity score matching, this study accounts for a problem from sample selection bias that may arise from differences in firm-characteristics between the two groups. From the study results, first, both export participation and export volume significantly increase subsequent innovation performance, as measured by the number of patent applications. This result seems to support the "learning by exporting" hypothesis for Korean listed firms. Second, both export participation and export volume narrow innovation scope, proxied as the number of unique International Patent Classification (IPC) codes of the patent applied, the degree to which patents are concentrated in a particular class, and the degree of proximity in the patents. The findings of innovation scope suggest a possible explanation that the learning effect appears in familiar technology fields that firms have previously held, rather than in unfamiliar ones. Third, these results are robust using alternative proxies in the innovation scope, Tobit regressions to consider the non-trivial portion of sample firms with patent applications equal to zeros, and generalized method of moments (GMM) to control for the persistence of innovation measures hearing over years. Finally, the two main results are more pronounced in large firms than in small and medium-sized ones. As for Chaebol firms, however, these results do not appear.

• 대한한방내과학회지
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• 제42권4호
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• pp.563-571
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• 2021

Objectives: This pilot study aimed to confirm the possibility of applying our design to the main study, a retrospective medical record analysis of the diseases which have most frequently been treated with collaborations of Korean and Western medicine, and to identify what corrections and statistical models are needed to conduct the main study. Methods: Data were collected from a case report form developed for patients who received treatment in the medical institutions. Appropriate statistical techniques, like Propensity Score (PS) and Generalized Estimation Equation (GEE) models, were used to compare the indicators of collaboration and non-collaboration groups for patients in comparable diseases. Results: Using PS matching for each M and S disease group, the indicators were compared by balancing the collaboration and non-collaboration group, and the GEE models compared indicators between groups in each disease over follow-up. Through this process we identified two limitations, insufficient samples and a large deviation of the follow-up period. Conclusion: This pilot study confirmed that the study design and case report form are applicable. The main study will be conducted by collecting sufficient samples and reflecting deviation of follow-up period.

• 보건행정학회지
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• 제34권1호
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• pp.68-77
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• 2024

연구배경: 우울은 저하된 기분이 비교적 경미한 수준인 일상 우울과 병적 상태인 임상적 우울로 구분할 수 있다. 우울 경험은 치료순응도 저하, 신체증상 등을 경험하게 하여 의료이용을 높일 수 있으나 우울 중 임상적 우울 집단은 질환에 대한 사회적 편견을 경험하여 의료이용이 제한될 수 있다. 의료이용은 개인 나아가 사회 문제의 원인이 되어 중요하다는 측면에서 본 연구는 임상적 우울 집단, 일상 우울, 비우울 집단의 의료이용을 비교하여 살펴보고자 한다. 방법: 일반화 성향점수(generalized propensity score) 기반 처치역확률가중기법(inverse probability of treatment weighting)을 이용하여 비우울, 일상 우울, 임상적 우울 집단 간 공변량의 불균형을 최소화하고 우울과 의료이용, 총진료비의 관계를 각각 음이항 회귀분석과 로그변환한 선형회귀분석을 통해 확인하였다. 결과: 우울은 여성, 소득이 낮은 집단, 교육수준이 낮거나 배우자가 없거나 건강보험에 가입되지 않았거나 경제활동을 하지 않은 집단에서 높았으며, 우울중 임상적 우울은 경제활동을 하지 않거나 민간의료보험에 미가입된 집단, 질환의 보유개수가 많은 집단에서 비중이 높았다. 의료이용 횟수는 우울 집단(일상 우울 집단 및 임상적 우울 집단)이 비우울 집단보다 유의하게 높았으며, 임상적 우울 집단이 일상 우울 집단보다 유의하게 높았다. 총진료비는 우울 집단이 비우울 집단보다 높았으나, 임상적 우울 집단과 일상 우울 집단 간에는 유의한 차이가 없었다. 결론: 의료이용은 비우울 집단보다 우울 집단(임상적 우울 집단 과 일상 우울 집단)에서 높았으며, 임상적 우울 집단보다 일상 우울 집단에서 높았다.

• 중환자간호학회지
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• 제16권3호
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• pp.24-33
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• 2023

Purpose : This study aims to establish an optimal cut-off score on the Braden scale for the assessment of pressure injury to detect pressure injury risks among inpatients in a South Korean tertiary hospital. Methods : This retrospective study used electronic medical records, from January to December 2022. A total of 654 patients were included in the study. Of these, 218 inpatients with pressure injuries and 436 without pressure injuries were classified and analyzed using 1:2 Propensity Score Matching (PSM), and the generalized estimating equation was performed using SPSS Version 26 and the R Machlt package program. Results : The cut-off value on the Braden scale for distinguishing pressure injury was 17 points, and the AUC (area under the ROC curve) was 0.531 (0.484-0.579). The sensitivity was 56.6% (45.5-67.7%) and the specificity was 69.7% (66.0-73.4%). With 17 points, the Braden scale cut-off distinguished those who had pressure injuries from those who did not at the time of admission (p < .03). In the pressure injury group, the Braden score on the day of the pressure injury was 14, with significant results in all subcategories except the moisture category. Conclusion : Our findings revealed that a cut-off value of 17 was optimal for predicting the risk of pressure injuries among tertiary hospital inpatients. Future studies should evaluate the optimal cut-off values in different clinical environments. Additionally, it is necessary to conduct multicenter large sample studies to verify the effectiveness of a 17 value in PI risk assessments.

• 응용통계연구
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• 제37권3호
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• pp.283-295
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• 2024

무응답을 적절히 처리하기 위한 많은 방법이 연구되었다. 최근 다수의 무응답 대체법이 개발되고 실질적으로 사용되고 있다. 기존에 발표된 다수의 방법은 MCAR (missing completely at random) 또는 MAR (missing at random) 가정을 사용하고 있다. 그러나 관심변수에 영향을 받는 MNAR (missing not at random) 또는 무시할 수 없는 무응답(non-ignorable non-response; NN)은 편향을 발생시켜 대체 결과의 정확성을 크게 떨어뜨리지만 이에 관한 연구는 상대적으로 미미하다. Lee와 Shin (2022)은 등분산 가정하에서 무시할 수 없는 무응답을 적절히 처리할 수 있는 편향수정 무응답 대체법을 제안하였다. 본 연구에서는 Lee와 Shin (2022)이 제안한 방법을 확장한 무응답 대체법으로 초모집단 모형의 오차가 이분산인 경우에서 편향을 제거함으로써 추정의 정확성을 향상하는 방법을 제안하였다. 모의실험을 이용하여 제안된 방법의 타당성을 확인하였다.

• 사상체질의학회지
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• 제25권3호
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• pp.145-157
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• 2013

Objectives This study was aimed to reveal the characteristics of the body shape, face, voice and temperament in Taeyangin. Methods The subjects were recruited from November 2005 to August 2012. Sasang constitutional specialist in each clinics confirmed the Sasang Constitution. Taeyangin (TY) became a standard guidance to be compared with each other Sasang type. Anova test was used in analyzing continuous variables and factor analysis was conducted in temperament questionnaire in advance. Generalized propensity score with age and body mass index (BMI) was used in adjusted model. Significant level was .05 Results 1. The TY body shape were generally smaller than Taeeumin (TE) (p<0.001) and Soyangin (SY) (p<0.05) in crude. The TY body shape were still smaller than TE (p<0.05) and there was no significant difference between TY and SY except rib circumference in males and forehead circumference (p<0.05) in females in adjusted model. 2. The size of face and nose in TY was smaller than in TE and there was different between males and females' TY and others in the characteristics of eye, nose and forehead variables in crude (p<0.05). Most of differences between TY and TE were disappeared in adjusted model. 3. The vocal height and speed of TY was different other types and there was different between males and females' TY in some of frequency change rate in crude (p<0.05). Most of differences between TY and other types were similar before and after adjusted model. 4. The temperament of TY was different with SE before and after adjusted mode 1 (p<0.05). TY males showed difference in expression factor and TY females showed difference in behavior factor compared with TE respectively (p<0.05). Conclusions This study reveals characteristics of body shape, face, voice and character in the TY males females compared with each other type respectively.