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잠재 디리클레 할당(LDA)을 이용한 항공안전 의무보고 토픽 예측 모형 (Aviation Safety Mandatory Report Topic Prediction Model using Latent Dirichlet Allocation (LDA))

  • 김준환;백현진;전성진;최영재
    • 한국항공운항학회지
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    • 제31권3호
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    • pp.42-49
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    • 2023
  • Not only in aviation industry but also in other industries, safety data plays a key role to improve the level of safety performance. By analyzing safety data such as aviation safety report (text data), hazard can be identified and removed before it leads to a tragic accident. However, pre-processing of raw data (or natural language data) collected from each site should be carried out first to utilize proactive or predictive safety management system. As air traffic volume increases, the amount of data accumulated is also on the rise. Accordingly, there are clear limitation in analyzing data directly by manpower. In this paper, a topic prediction model for aviation safety mandatory report is proposed. In addition, the prediction accuracy of the proposed model was also verified using actual aviation safety mandatory report data. This research model is meaningful in that it not only effectively supports the current aviation safety mandatory report analysis work, but also can be applied to various data produced in the aviation safety field in the future.

Report of the AAPM Radiation Therapy Committee의 Task Group No.66에 의한 전산화 단층촬영 모의치료기의 정도 관리 (Quality assurance for computed-tomography simulator : Report of the AAPM Radiation Therapy Committee Task Group No.66)

  • 이윤석
    • 대한방사선치료학회지
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    • 제17권1호
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    • pp.41-43
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    • 2005
  • 목적 : 자체 제작한 Q.A tool을 이용하여 AAPM Task Group Report No.66 에서 제시하는 CT simulator의 Q.A 항목을 확인하여 보다 안전하고 정확한 CT-simulation 과정을 확보하기 위해 효율적이고 편리성을 갖춘 정도관리 과정을 제시하고자 한다. 대상 및 방법 : 본원에 CT simulator의 Q.A tool을 제작하여 Report of the AAPM Task Group No.66에서 제시하는 wall laser system, patient table, CT scanner의 imaging plane의 isocenter간의 정렬을 일간 단위로 확인한다. 결과 : Report of the AAPM Task Group No.66에서 제시하고 있는 정도관리 항목의 확인으로 wall laser의 ${\pm}\;2mm$, table의 ${\pm}\;2mm$, imaging plane의 ${\pm}\;2mm$ 허용 오차 범위내의 측정치를 확인하였다. 결론 : 방사선 치료을 위한 CT-simulation 과정에서 기존의 진단 영역의 CT Q.A protocol로는 확인되지 않는 항목이 있는데, Report of the AAPM Task Group No.66에서 제시하고 있는 Q.A 항목을 확인하여 방사선 치료전용 CT-simulator 장비의 적절한 정도 관리를 기하여 안전하고 정확한 CT-simulation 과정을 보장받을 수 있었다.

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메타분석을 통한 주·객관적 인지-언어 평가 간 상관성 연구 : 정상 노년층, MCI, 치매 환자를 중심으로 (Meta-Analysis of Correlation Between Subjective and Objective Cognitive-Linguistic Tests : Focused on Normal Aging, MCI, and Dementia)

  • 이미숙
    • 한국산학기술학회논문지
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    • 제16권11호
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    • pp.7414-7423
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    • 2015
  • 인지-언어 능력에 대한 노인들의 주관적 호소는 경도인지장애나 치매로의 진전을 예측하는 중요 요인이다. 그러나, 인지-언어 능력의 주 객관적 평가 간 상관성은 연구마다 상이하다. 특히, 양자 간 상관성을 체계적으로 살펴본 국내 연구는 매우 드물다. 본 연구에서는 2000년 이후 게재된 국내외 문헌 중 총 26개 논문을 대상으로 메타분석을 실시함으로써 정상 노년층, MCI, 치매 집단의 자기 보고형 및 정보제공자 보고형 평가와 객관적 평가 간 상관성을 알아보고자 하였다. 질적 분석 결과, 분석에 포함된 연구 대상자의 수는 26~657명이었다. 주관적 평가의 유형은 자기 보고형 75.4%, 정보제공자 보고형 24.6%였으며, 객관적 평가의 하위 영역은 기억력, 전반적 인지능력, 언어능력 등의 순으로 많았다. 메타분석 결과, 자기 보고형 평가와 객관적 평가 간 상관성은 치매 집단이 가장 높았고, 정보제공자 보고형은 세 집단 모두에서 효과적이었다. 객관적 평가의 하위 영역별로는, 정상 노년층에서 자기 보고형과 추론력, 정보제공자 보고형과 기억력 및 언어능력 간에 상관성이 높았다. MCI에서는 자기 보고형과 언어능력 등, 정보제공자 보고형과 전반적 인지능력 등의 영역 간에 높은 상관성이 있었고, 치매 집단에서는 두 유형 모두 기억력, 언어능력, 전반적 인지능력을 잘 반영하였다. 본 연구는 세 집단의 인지-언어 능력에 대한 두 유형의 주관적 평가와 객관적 평가 간 상관성을 체계적으로 분석함으로써 증거 기반적 자료를 제공할 수 있다.

The Influence of Depression and School Life on the Quality of Life of Korean Child and Adolescent Patients with Attention-Deficit/Hyperactivity Disorder: A Comparison of the Perspectives of the Patients and Their Caregivers

  • Park, Byeong-Eon;Lee, Jeong-Seop;Kim, Hee-Yun;Bae, Jae-Nam;Kim, Won-Hyoung;Kim, Hye-Young;Rim, Mi-Roo;Kang, Sang-Gu;Choi, Seo-Hyun
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • 제30권1호
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    • pp.2-8
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    • 2019
  • Objectives: This study aimed to compare the quality of life reported by patients with attention-deficit/hyperactivity disorder (ADHD) to the patients' quality of life as reported by their caregivers. In addition, it aimed to examine how emotional problems, including depression and anxiety, and the severity of the symptoms affect the quality of life reported by the patients and their caregivers. Methods: The patients' quality of life and their degree of depression and anxiety were measured using the Pediatric Quality of Life Inventory (PedsQL) 4.0 Child Self-Report, the Children's Depression Inventory (CDI), and the Revised Children's Manifest Anxiety Scale, respectively. The caregivers' perception of the patients' quality of life and severity of the ADHD symptoms were measured using the PedsQL 4.0 Parent Proxy Report and the Conners' Parent Rating Scale (CPRS), respectively. A total of 66 participants completed the survey. The independent-samples t-test, Pearson's correlation analysis, and multiple regression analysis were conducted. Results: The mean score of the PedsQL 4.0 Child Self-Report was significantly higher than the mean score of the PedsQL 4.0 Parent Proxy Report. However, for school function, the PedsQL 4.0 Child Self-Report score was significantly lower than that of Parent Proxy Report. The correlation between the PedsQL 4.0 Child Self-Report and PedsQL 4.0 Parent Proxy Report scores was significant only for emotional function and social function. The multiple regression analysis showed that the PedsQL 4.0 Child Self-Report and PedsQL 4.0 Parent Proxy Report scores were significantly predicted by the CDI and CPRS scores, respectively. Conclusion: Our results demonstrate that there are clear differences between the quality of life reported by the patient themselves and that reported by their caregivers. In addition, the findings suggest that it is critical to treat the patients' accompanying depressive symptoms.

아동학대 공익광고와 아동학대 신고의무자의 신고인식의 관계 연구 (A Study on the Relationship between Public Service Announcement on Child Abuse and the Perception of Reporting by People Obliged to Report Child Abuse)

  • 서복현
    • 대한통합의학회지
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    • 제6권3호
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    • pp.43-57
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    • 2018
  • Purpose : The act of reporting child abuse by people obliged to report child abuse is a way to detect long-term incidents of child abuse in early stages and to prevent a vicious cycle of social crimes. Thus, this study intends to enhance the reporting of child abuse through a study on the perception of people obliged to report child abuse through the public service announcement on child abuse. Methods : First, in order to identify the demographic characteristics of the subjects, the frequency and percentage were calculated. Second, in order to verify the reliability of the variables, Cronbach ${\alpha}$ was calculated. Third, in order to examine the perception of people obliged to report child abuse and the perception of reporting, a t-test (verification) and One-way ANOVA were conducted. Fourth, in order to identify the relationship between variables, a Correlation analysis was conducted. Result : The results show that people obliged to report child abuse did not perceive the public service announcement on child abuse positively and it varied depending on their jobs. The correlation between the public service announcement on child abuse and sub-factor of perceptions of reporting showed that a positive correlation was found in reliability, interest, understanding, perceiving the public service announcement on child abuse, perceiving severity and effectiveness, whereas a negative correlation was found in perceiving hazards. Conclusion : The education for preventing child abuse is required by the job type of people obliged to report. It is necessary to convey the message of effective public service announcement. The public service announcements on child abuse must be nationwide and long-term projects.

Responsiveness Comparisons of Self-Report Versus Therapist-Scored Functional Capacity for Workers With Low Back Pain

  • Choi, Bongsam;Park, So-Yeon
    • 한국전문물리치료학회지
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    • 제19권3호
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    • pp.91-97
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    • 2012
  • The primary aim of this study was to compare responsiveness of self-report by worker and therapist-scored functional capacity instrument. Self-report and therapist-scored interval-level person measures and item difficulties were compared at admission and discharge. Therapist and worker ratings were collected on 230 clients from 27 rehabilitation sites using the newly developed Occupational Rehabilitation Data Base (ORDB) functional capacity instrument. ORDB comprises several subscales measuring relevant variables of "a return-to-work model" in work-related rehabilitation clinics. The functional capacity scale deals with 10 DOT job factors. The rating scale categories were 1-severely impaired, 2-moderately impaired, 3-mildly impaired, and 4-not impaired. Only data from clients with low back pain (n=98) with complete data (both admission and discharge scores) were used for the present study. Therapists and workers completed the functional capacity instrument at admission and discharge. Rasch analysis [1-parameter item response theory model (IRT)] was applied to calibrate item difficulty and person ability measure of therapist and workers ratings. Effect sizes for therapist and self-report ratings were slightly different, .69 and .30, respectively. Therapist and worker ratings were more consistent at discharge (r=.54) than at admission (r=.32). Workers have a tendency to be more severe in their ratings (show higher item difficulties) than therapists at admission and discharge. Therapists and workers report similar magnitudes of improvement following treatment program. These findings challenge the belief that injured workers may unreliable source for monitoring therapeutic outcomes. Self-report measures have the advantage of conserving therapist time for treatment (versus evaluation). While the therapist and self-report ratings are comparable at discharge, there is less consistency at admission. Comparable therapist-worker ratings may be achieved by controlling for rating severity using IRT methodologies.

지속가능성보고서를 토대로 한 기업 지속가능가치평가 (Sustainable Value for the Sustainability Evaluation of Corporate: Focused on Evaluation based on Sustainability Report)

  • 남상민
    • 한국콘텐츠학회논문지
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    • 제9권10호
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    • pp.339-348
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    • 2009
  • 본 연구는 지속가능성보고서평가 시 지속가능한 기업을 어떻게 구분할 것인가에 대한 문제를 제기하고, 이에 대한 해결방안을 기업 지속가능가치에서 찾아보며, 이를 지속가능성보고서를 토대로 기업의 지속가능성 평가에 활용할 수 있는 방안을 모색하는 것을 목적으로 한다. 지속가능가치는 기업이 지속가능경영을 위한 현재와 미래에 필요한 자원을 적절히 관리하고 있는가를 파악하기 위해 경제, 사회 그리고 생태적 영역에 걸친 성과를 평가하는 방법론이다. 기존의 지속가능성평가모델들이 기업이 생산활동을 통해 얼마나 많은 외부효과를 발생시켰는지를 평가하는 부하 지향적 방법이었다면 지속가능가치는 한정된 자원을 얼마나 효율적으로 사용하여 비교대상보다 더 많은 가치를 창출하였는가의 관점에서 지속가능경영 성과를 평가하는 가치 지향적 방법이라 할 수 있다. 본 연구의 결과로 제시된 지속가능보고서를 토대로 한 지속가능가치 평가는 지속가능성보고서의 질, 지속가능성보고서 내용의 충실성뿐만 아니라, 지속가능성보고서가 기술하고 있는 기업의 지속가능경영성과를 종합적으로 평가할 수 유용한 수단이 될 수 있을 것이다.

사고보고문서를 이용한 텍스트 기반 사고발생 유형 및 관계 분석 (Text Analytics for Classifying Types of Accident Occurrence Using Accident Report Documents)

  • 김범수;장성록;서용윤
    • 한국안전학회지
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    • 제33권3호
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    • pp.58-64
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    • 2018
  • Recently, a lot of accident report documents have accumulated in almost all of industries, including critical information of accidents. Accordingly, text data contained in accident report documents are considered useful information for understanding accident processes. However, there has been a lack of systematic approaches to analyzing accident report documents. In this respect, this paper aims at proposing text analytics approach to extracting critical information on accident processes. To be specific, major causes of the accident occurrence are classified based on text information contained in accident report documents by using both textmining and latent Dirichlet allocation (LDA) algorithms. The textmining algorithm is used to structure the document-term matrix and the LDA algorithm is applied to extract latent topics included in a lot of accident report documents. We extract ten topics of accidents as accident types and related keywords of accidents with respect to each accident type. The cause-and-effect diagram is then depicted as a tool for navigating processes of the accident occurrence by structuring causes extracted from LDA. Further, the trends of accidents are identified to explore patterns of accident occurrence in each of types. Three patterns of increasing to decreasing, decreasing to increasing, or only increasing are presented in the case of a chemical plant. The proposed approach helps safety managers systematically supervise the causes and processes of accidents through analysis of text information contained in accident report documents.

독후감 텍스트의 토픽모델링 적용에 관한 탐색적 연구 (A Study on the Application of Topic Modeling for the Book Report Text)

  • 이수상
    • 한국도서관정보학회지
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    • 제47권4호
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    • pp.1-18
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    • 2016
  • 이 연구는 독후감 텍스트의 주제분석에 토픽모델링의 활용방안을 탐색하는 것을 목적으로 하고 있다. 텍스트의 주제분석 방안으로서 토픽모델링 분석방법을 이해하고, R에서 제공하는 "topicmodels" 패키지의 LDA 함수를 사용하여 23건의 사례 독후감 텍스트들을 대상으로 실제의 분석작업을 수행하였다 토픽모델링 분석결과 16개의 토픽들을 추출하였고 토픽과 구성 단어들의 관계에서 토픽 네트워크 사례 독후감과 토픽들의 관계에서 독후감 네트워크를 구성하였다. 이후 토픽 네트워크와 독후감 네트워크를 대상으로 중심성 분석을 수행하였으며 분석결과는 다음과 같다. 첫째 16개의 토픽들이 1개의 컴포넌트를 가지는 네트워크로 나타났다. 이것은 16개 토픽들이 상호 연관되어 있다는 것을 의미한다. 둘째, 독후감 네트워크에서는 연결정도 중심성이 높은 독후감들과 낮은 독후감들로 구분이 되었다. 전자의 독후감들은 다른 독후감들과 주제적으로 유사성을 가지며 후자의 독후감들은 다른 독후감들과 주제적으로 상이성을 가지는 것으로 해석하였다. 토픽모델링의 결과를 네트워크 분석과 결합함으로써 독후감의 주제파악에 유용한 결과들을 얻게 되었다.

미국 소비자금융보호위원회(CFPB)의 2015년 「중재연구 의회보고서」의 내용과 시사점 (Contents and Its Implications of U.S. Consumer Financial Protection Bureau (CFPB)'s 2015 「Arbitration Studies: Report to Congress」)

  • 안건형
    • 무역상무연구
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    • 제77권
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    • pp.69-89
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    • 2018
  • The United States of America is one of the most favoring countries in which mandatory pre-arbitration clauses in the form of adhesion contract have been widely recognized and supported by courts and the Federal Arbitration Act. However, after the financial crisis in 2008 and the National Arbitration Forum scandal in 2009, in enacting the Dodd-Frank Wall Street Reform and Consumer Protection Act ('Dodd-Frank Act'), Section 1028(a) of the Act requires the newly created Consumer Financial Protection Bureau (CFPB) to provide Congress with a report on "the use of agreements providing for arbitration of any future dispute between covered persons and consumers". Section 1028(b) also grants the CFPB the authority to "prohibit or impose conditions or limitations on the use of an agreement between a covered person and a consumer for a consumer financial product or service providing for arbitration of any future dispute between the parties, if the Bureau finds that such a prohibition or imposition of conditions or limitations is in the public interest and for the protection of consumers." Pursuant to the Dodd-Frank Act, the CFPB issued a report entitled "2015 Arbitration Study: Report to Congress 2015 (Report)" in March 2015. This paper examines some major legal issues of the Report and makes a few recommendations for Korean financial institutions which entered into the U.S. financial market or has a plan to do so in the near future.

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