• Title/Summary/Keyword: Self-Validation

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잡음 학생 모델 기반의 자가 학습을 활용한 음향 사건 검지 (Sound event detection model using self-training based on noisy student model)

  • 김남균;박창수;김홍국;허진욱;임정은
    • 한국음향학회지
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    • 제40권5호
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    • pp.479-487
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    • 2021
  • 본 논문에서는 잡음 학생 모델 기반의 자가 학습을 활용한 음향 사건 검지 기법을 제안한다. 제안된 음향 사건 검지 모델은 두 단계로 구성된다. 첫 번째 단계에서는 잔차 합성곱 순환 신경망(Residual Convolutional Recurrent Neural Network, RCRNN)을 훈련하여 레이블이 지정되지 않은 비표기 데이터셋의 레이블 예측에 활용한다. 두 번째 단계에서는 세 가지 잡음 종류를 적용한 잡음 학생 모델을 자가학습 기법으로 반복하여 학습한다. 여기서 잡음 학생 모델은 SpecAugment, Mixup, 시간-주파수 이동을 활용한 특징 잡음, 드롭아웃을 활용한 모델 잡음, 그리고 semi-supervised loss function을 적용한 레이블 잡음을 활용하여 학습된다. 제안된 음향 사건 검지 모델의 성능은 Detection and Classification of Acoustic Scenes and Events(DCASE) 2020 Challenge Task 4의 validation set으로 평가하였다. DCASE 2020 챌린지 데이터셋의 baseline 및 최상위 랭크된 모델과 이벤트 단위 F1 점수 성능을 비교한 결과, 제안된 음향 사건 검지 모델이 단일 모델과 앙상블 모델에서 최상위 모델 대비 F1 점수를 각각 4.6 %와 3.4 % 향상시켰다.

Deep Learning-Enabled Detection of Pneumoperitoneum in Supine and Erect Abdominal Radiography: Modeling Using Transfer Learning and Semi-Supervised Learning

  • Sangjoon Park;Jong Chul Ye;Eun Sun Lee;Gyeongme Cho;Jin Woo Yoon;Joo Hyeok Choi;Ijin Joo;Yoon Jin Lee
    • Korean Journal of Radiology
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    • 제24권6호
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    • pp.541-552
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    • 2023
  • Objective: Detection of pneumoperitoneum using abdominal radiography, particularly in the supine position, is often challenging. This study aimed to develop and externally validate a deep learning model for the detection of pneumoperitoneum using supine and erect abdominal radiography. Materials and Methods: A model that can utilize "pneumoperitoneum" and "non-pneumoperitoneum" classes was developed through knowledge distillation. To train the proposed model with limited training data and weak labels, it was trained using a recently proposed semi-supervised learning method called distillation for self-supervised and self-train learning (DISTL), which leverages the Vision Transformer. The proposed model was first pre-trained with chest radiographs to utilize common knowledge between modalities, fine-tuned, and self-trained on labeled and unlabeled abdominal radiographs. The proposed model was trained using data from supine and erect abdominal radiographs. In total, 191212 chest radiographs (CheXpert data) were used for pre-training, and 5518 labeled and 16671 unlabeled abdominal radiographs were used for fine-tuning and self-supervised learning, respectively. The proposed model was internally validated on 389 abdominal radiographs and externally validated on 475 and 798 abdominal radiographs from the two institutions. We evaluated the performance in diagnosing pneumoperitoneum using the area under the receiver operating characteristic curve (AUC) and compared it with that of radiologists. Results: In the internal validation, the proposed model had an AUC, sensitivity, and specificity of 0.881, 85.4%, and 73.3% and 0.968, 91.1, and 95.0 for supine and erect positions, respectively. In the external validation at the two institutions, the AUCs were 0.835 and 0.852 for the supine position and 0.909 and 0.944 for the erect position. In the reader study, the readers' performances improved with the assistance of the proposed model. Conclusion: The proposed model trained with the DISTL method can accurately detect pneumoperitoneum on abdominal radiography in both the supine and erect positions.

뇌혈관질환자에게 적용가능한 간호결과 분류체계의 타당성 검증 (Validation of the Nursing Outcomes Classification on Cerebrovascular Patients)

  • 김영화;소향숙;이은주;고은
    • 성인간호학회지
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    • 제20권3호
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    • pp.489-499
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    • 2008
  • Purpose: The purpose of this study was to assess the importance and contribution of 9 nursing outcomes and their indicators that could be applied to cerebrovascular patients. Methods: Data were collected from 175 neurosurgical nurses working at two university affiliated hospitals and five secondary hospitals located in Gwang-ju. The Fehring method was used to estimate outcome content validity(OCV) and outcome sensitivity validity(OSV) of nursing outcomes and their indicators. Stepwise regression was used to evaluate relationship between outcome and its indicators. Results: The core outcomes identified by the OCV were Tissue Perfusion: Cerebral, Nutritional Status, Neurological Status, and Wound Healing: Primary Intention, whereas highly supportive outcomes identified by the OSV were Oral Health, Self-Care: ADL, and Nutritional Status. All the critical indicators selected for Fehring method were not included in stepwise regression model. By stepwise regression analysis, the indicators explained outcomes from 19% to 52% in importance and from 21% to 45% in contribution. Conclusion: This study identified core and supportive outcomes and their indicators which could be useful to assess the physical status of cerebrovascular patients. Further research is needed for the revision and development of nursing outcomes and their indicators at neurological nursing area.

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한국 유아용 Burks 행동평정척도(K-BBRS-2) 타당화를 위한 예비연구 (A Preliminary Validation Study on the K-BBRS-2 for Young Children)

  • 이경옥;오새니;심혜진;이상희
    • 한국보육지원학회지
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    • 제12권3호
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    • pp.159-176
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    • 2016
  • The purpose of this study was to provide initial information aboutthe reliability and validity of the Korean version of the BBRS-2(Burks Behaviors Rating Scales, Second Edition). Data were collected for 217 children aged 3-5. K-BBRS-2 consists of a total of 93 questions in 7 factors. The results were as follows. First, internal consistency of the7 factors ranged from 0.81 to 0.94.Results of the confirmatory factor analysis confirmed that the 7-factor model presented in the original tool was the most appropriate. Second, children's maladaptive behavior in Korea based on K-BBRS-2 indicated evidence of validity with a meaningful correlation with children's self-esteem and peer relationships. Third Korean children's maladaptive behavior was not to have significant difference by age of children. The conclusion was that it is not necessary to calculate independent norms for age. Also, when considering gender differences, it was shown that maladaptive behavior appears more in boys than girls. K-BBRS-2 is expected to be utilized as a suitable tool for measuring the maladaptive behavior of Korean children. A nationwide standardized study for Korean children and further research with clinical groups is needed.

포괄적 부부상호작용 코딩시스템(MICS-G) 국내 타당화 연구 (The Marital Interaction Coding System-Global(MICS-G): A Validation Study)

  • 박우철
    • Human Ecology Research
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    • 제57권1호
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    • pp.109-125
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    • 2019
  • Few studies have utilized observational methods in the field of couple research even though using self-report questionnaires is prone to the subjective biases of the reporter. This study validates the Marital Interaction Coding System-Global (MICS-G), a global version of the well-established microanalytic observational coding system, Marital Interaction Coding System (MICS). Participants in the study consisted of 30 married couples with varied levels of marital adjustment who visited one of the Healthy Family and Multicultural Family Support Centers in Seoul, either for couple therapy or the "Marriage Checkup"program. Ten-minute problem-solving discussions were rated by two undergraduate student raters who were trained for 10 hours. Interobserver agreement based on percentage agreement and intraclass correlation coefficients showed a high level of agreement between raters in establishing interrater reliability. Convergent validity was established by: correlations among marital adjustment, psychological aggression, mental health, and MICS-G categories of conflicts, validation, invalidation, facilitation, and withdrawal. MICS-G categories also were successful in discriminating between distressed and nondistressed couples, which provides evidence of discriminant validity for MICS-G. This study showed that MICS-G is a promising method for researchers to observe couple interactions in a more cost-effective way. Methodological issues and practical applications are also discussed.

Simulation, design optimization, and experimental validation of a silver SPND for neutron flux mapping in the Tehran MTR

  • Saghafi, Mahdi;Ayyoubzadeh, Seyed Mohsen;Terman, Mohammad Sadegh
    • Nuclear Engineering and Technology
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    • 제52권12호
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    • pp.2852-2859
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    • 2020
  • This paper deals with the simulation-based design optimization and experimental validation of the characteristics of an in-core silver Self-Powered Neutron Detector (SPND). Optimized dimensions of the SPND are determined by combining Monte Carlo simulations and analytical methods. As a first step, the Monte Carlo transport code MCNPX is used to follow the trajectory and fate of the neutrons emitted from an external source. This simulation is able to seamlessly integrate various phenomena, including neutron slowing-down and shielding effects. Then, the expected number of beta particles and their energy spectrum following a neutron capture reaction in the silver emitter are fetched from the TENDEL database using the JANIS software interface and integrated with the data from the first step to yield the origin and spectrum of the source electrons. Eventually, the MCNPX transport code is used for the Monte Carlo calculation of the ballistic current of beta particles in the various regions of the SPND. Then, the output current and the maximum insulator thickness to avoid breakdown are determined. The optimum design of the SPND is then manufactured and experimental tests are conducted. The calculated design parameters of this detector have been found in good agreement with the obtained experimental results.

유아기 자녀를 둔 어머니의 정서코칭 평가도구 타당화 (Validation of the Maternal Emotion Coaching Questionnaire for Mothers of Preschool Children)

  • 임정하;박성민
    • 한국보육지원학회지
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    • 제18권4호
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    • pp.1-16
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    • 2022
  • Objective: The purpose of this study is to test the psychometric properties of the Maternal Emotion Coaching Questionnaire (MECQ, Lim et al., 2018) in order to measure emotion coaching in mothers of preschoolers. Methods: A total of 316 preschoolers and their mothers participated in this study. Maternal emotion coaching was assessed by self-report and child emotion regulation ability was evaluated by the teacher. Data were analyzed with chi-square tests, reliability analysis, confirmatory factor analysis, latent profile analysis, and F-test. Results: Each item of the MECQ showed proper discriminative power. The MECQ and each subscale demonstrated adequate internal consistency and split-half reliability. Evidence of construct validity was provided by confirmatory factor analysis. The five-factor model including maternal attention, awareness, acceptance, empathy, and guidance showed a good fit. Results of the latent profile analysis revealed three profiles of emotion coaching: excellent, good, and poor. Preschoolers with mothers in the poor coaching profile showed significantly lower emotion regulation ability compared to those in the excellent or good coaching profiles, which suggested discriminative validity of the MECQ. Conclusion/Implications: The MECQ presents a reliable and valid tool to assess emotion coaching in mothers of preschool children and can thus be effectively used for mothers of preschoolers.

한국형 수용태도 척도 개발 및 타당화 (Development and Validation of the Korean Version of the Acceptance Attitude Scale)

  • 김경희;박주영;권재환
    • 한국콘텐츠학회논문지
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    • 제16권8호
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    • pp.132-146
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    • 2016
  • 본 연구는 한국형 수용태도 척도를 개발하고 이 척도에 대한 신뢰도와 타당도를 검증하는데 목적이 있다. 연구 1에서는 수용태도 척도를 개발하였다. 먼저 문헌조사 및 기존 연구들을 통해 예비문항을 추출하였다. 그리고 대학생 324명을 대상으로 개방형 설문조사와 심층면접을 통하여 수집한 문항들을 내용분석을 실시하여 총 24개의 예비문항을 선정하였다. 다음으로 대학생 355명을 대상으로 설문조사를 통하여 예비 문항의 신뢰도 분석, 탐색적 요인분석과 확인적 요인분석을 실시하였다. 그 결과 12개 문항을 최종 확정하였고 2개의 하위요인(외향적 수용, 내향적 수용)을 추출하였다. 연구 2에서는 새로 개발한 수용태도 척도의 타당화를 위하여 328명의 성인들을 대상으로 온라인 설문조사를 실시하였다. 새로 개발한 수용태도 척도와 자아존중감, 심리적 안녕감, 우울, 불안, 그리고 부정적 평가에 대한 두려움 척도와의 상관분석을 통해 수렴타당도를 확인하였다. 끝으로 본 척도 개발의 의의와 제한점, 후속연구를 위한 제언 등을 논의하였다.

Development and Validation of a Cancer Awareness Questionnaire for Malaysian Undergraduate Students of Chinese Ethnicity

  • Loo, Jo Lin;Ang, Yee Kwang;Yim, Hip Seng
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권1호
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    • pp.565-570
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    • 2013
  • Objectives: To describe the development and validation of a cancer awareness questionnaire (CAQ) based on a literature review of previous studies, focusing on cancer awareness and prevention. Materials and Methods: A total of 388 Chinese undergraduate students in a private university in Kuala Lumpur, Malaysia, were recruited to evaluate the developed self-administered questionnaire. The CAQ consisted of four sections: awareness of cancer warning signs and screening tests; knowledge of cancer risk factors; barriers in seeking medical advice; and attitudes towards cancer and cancer prevention. The questionnaire was evaluated for construct validity using principal component analysis and internal consistency using Cronbach's alpha (${\alpha}$) coefficient. Test-retest reliability was assessed with a 10-14 days interval and measured using Pearson product-moment correlation. Results: The initial 77-item CAQ was reduced to 63 items, with satisfactory construct validity, and a high total internal consistency (Cronbach's ${\alpha}$=0.77). A total of 143 students completed the questionnaire for the test-retest reliability obtaining a correlation of 0.72 (p<0.001) overall. Conclusions: The CAQ could provide a reliable and valid measure that can be used to assess cancer awareness among local Chinese undergraduate students. However, further studies among students from different backgrounds (e.g. ethnicity) are required in order to facilitate the use of the cancer awareness questionnaire among all university students.

한국 노인의 성공적 노후 개념에 대한 암시적 타당화 (Implicit Validation of the Concept of Successful Aging for Korean Elderly)

  • 주민경;송선희
    • 한국콘텐츠학회논문지
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    • 제12권2호
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    • pp.505-516
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    • 2012
  • 본 연구에서는 65세 이상의 한국노인을 대상으로 노후 개념의 원형적 요인들은 무엇인지 알아보고, 그 원형의 개념 추출을 위해 511명을 대상으로 무선 표집하여 90문항의 2차 예비척도 문항 개발하였고, 2차552명을 대상으로 구성요인 확인, 3차 399명을 대상으로 구성타당도, 그리고 공인타당도, 성공적 노후척도와 성별, 연령, 학력에 따른 차이 검증을 실시하였다. 그 결과 '한국노인의 성공적 노후 척도'는 총 47문항으로 '일상적 삶의 순조로움', '자녀성공', '경제적 안정', '심리적 지지', '적극적 활동', '부부관계만족', '가족지지'와 같은 7개의 요인으로 구성됨을 확인하였다. 그리고 한국노인의 성공적 노후의 신뢰도는 .932로 높은 내적 일치도를 보였고, 탐색적 요인분석을 통해 요인과 문항 간의 관계가 통계적으로 유의미함을 확인하여 요인구조에 대한 타당도를 확인하였다.