• Title/Summary/Keyword: Clinical decision support

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Performance Evaluation of a Clinical Decision Support System for Drug Prescriptions (처방조제지원시스템 도입성과 평가)

  • Cho, Kyoung-Won;Park, Jin-Woo;Chae, Young-Moon
    • The Journal of the Korea Contents Association
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    • v.11 no.4
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    • pp.312-320
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    • 2011
  • The goal of this paper is to examine the effects of a CDSS(Clinical Decision Support System) for drug prescription on organizational performance in medical institutions using POC(Point Of Care) systems. For achieving this goal, evaluation factors for influencing performance of information system were identified by using the performance evaluation model for CDSS. In the results, there was significant causality between each evaluation domain except system quality domain. In addition, the system quality of CDSS for optimal drug prescription has no influence on user satisfaction. But information quality has positive influence on user satisfaction which has also a positive influence on organizational performance.

A Study on XAI-based Clinical Decision Support System (XAI 기반의 임상의사결정시스템에 관한 연구)

  • Ahn, Yoon-Ae;Cho, Han-Jin
    • The Journal of the Korea Contents Association
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    • v.21 no.12
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    • pp.13-22
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    • 2021
  • The clinical decision support system uses accumulated medical data to apply an AI model learned by machine learning to patient diagnosis and treatment prediction. However, the existing black box-based AI application does not provide a valid reason for the result predicted by the system, so there is a limitation in that it lacks explanation. To compensate for these problems, this paper proposes a system model that applies XAI that can be explained in the development stage of the clinical decision support system. The proposed model can supplement the limitations of the black box by additionally applying a specific XAI technology that can be explained to the existing AI model. To show the application of the proposed model, we present an example of XAI application using LIME and SHAP. Through testing, it is possible to explain how data affects the prediction results of the model from various perspectives. The proposed model has the advantage of increasing the user's trust by presenting a specific reason to the user. In addition, it is expected that the active use of XAI will overcome the limitations of the existing clinical decision support system and enable better diagnosis and decision support.

Professional Autonomy and Clinical Decision Making Ability in Clinical Nurses (임상간호사의 전문직 자율성과 임상적 의사결정능력과의 관계)

  • Sung, Mi-Hae;Eum, Ok-Bong
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.17 no.2
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    • pp.274-281
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    • 2010
  • Purpose: The purpose of this study was to identify the correlation between level of professional autonomy and clinical decision making abilities in clinical nurses, and to provide basic information for promoting competency nurses in making independent decisions. Method: Data were collected from July 1 to July 18, 2008, and participants were 202 clinical nurses in general hospitals. Collected data were analyzed using descriptive statistics: frequency and percentage and Pearson correlation coefficients with the SPSS WIN 14.0 program. Results: The professional autonomy index for the nurses was 159.63 points. The clinical decision making ability index was 119.79 points. The most highly ranked factor in clinical decision making was search for information and unbiased assimilation of new information. There was a statistically significant difference in professional autonomy according to age, clinical experience, and type of duty. Relation between level of professional autonomy and clinical decision making showed a positive correlation. Conclusion: As a results show a significant correlation between professional autonomy and clinical decision making in clinical nurses, improvement in professional autonomy of clinical nurses, would be promoted through continuous support and training.

Lifting Shadows off the End-of-Life Care: Hopes and Beliefs on Video Decision Support Tools for Advance Care Planning

  • Jeong, Heon-Jae;Yoon, Hyeyeon
    • Journal of Hospice and Palliative Care
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    • v.19 no.1
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    • pp.1-4
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    • 2016
  • As advance care planning is taking center stage in the field of end-of-life care, various tools have been developed to aid in the often emotional and difficult decision-making process. Video decision support tools are one of the most promising means of assistance, of which the modus operandi is to provide more comprehensive and precise information of medical procedures to patients and their families, allowing them to make better informed decisions. Despite such value, some are concerned about its potential negative impact. For example, video footages of some procedures may be shocking and unpalatable to non-medical professionals, and patients and families may refuse the procedures. One approach to soften the sometimes unpleasant visual of medical procedures is to show less aggressive or more relaxing scenes. Yet another potential issue is that the objectivity of video decision support tools might be vulnerable to the very stakeholders who were involved in the development. Some might argue that having multiple stakeholders may function as checks and balances and provide collective wisdom, but we should provide more systematic guarantee on the objectivity of the visual decision aids. Because the decision of the modality of an individual's death is the last and most significant choice in one's life, no party should exert their influence on such a delicate decision. With carefully designed video decision support tools, our patients will live the last moments of their lives with dignity, as they deserve.

Acute Leukemia Classification Using Sequential Neural Network Classifier in Clinical Decision Support System (임상적 의사결정지원시스템에서 순차신경망 분류기를 이용한 급성백혈병 분류기법)

  • Lim, Seon-Ja;Vincent, Ivan;Kwon, Ki-Ryong;Yun, Sung-Dae
    • Journal of Korea Multimedia Society
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    • v.23 no.2
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    • pp.174-185
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    • 2020
  • Leukemia induced death has been listed in the top ten most dangerous mortality basis for human being. Some of the reason is due to slow decision-making process which caused suitable medical treatment cannot be applied on time. Therefore, good clinical decision support for acute leukemia type classification has become a necessity. In this paper, the author proposed a novel approach to perform acute leukemia type classification using sequential neural network classifier. Our experimental result only cover the first classification process which shows an excellent performance in differentiating normal and abnormal cells. Further development is needed to prove the effectiveness of second neural network classifier.

Preliminary Study to Establish a Decision Support System in Sasang Constitutional Medicine with Clinical Data (사장체질 의사결정시스템 구축을 위한 체질 진단 자료를 이용한 예비연구)

  • Jin, Hee-Jeong;Moon, Jin-Seok;Go, Seong-Ho;Ku, Im-Hoi;Lee, Si-Woo;Lee, Do-Heon;Song, Mi-Young;Kim, Jong-Yeol
    • Korean Journal of Oriental Medicine
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    • v.13 no.2 s.20
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    • pp.75-81
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    • 2007
  • The need for the study of the revealing Sasang constitution at scientific term is increasing as the application of this discipline to the patient produces more accurate result. To obtain scientific evidence of Sasang constitution, it is crucial to analyze accumulated clinical information and associate them to the biological indices that may classify Sasang constitution. Thus, the analysis of clinical information is the most important stepping stone to go toward to the stage of developing model and decision support system (DSS) for classifying Sasang constitution. This study is a preliminary analysis of 1,109 samples collected with 171 clinical indices. To find meaningful clinical indices for classifying Sasang constitutional medicine, we applied decision tree model for them. The skin of 66.5% within whole Taeeumin is thick and non feeble. In the case of 69.8% within whole Soyangin, the skin is non feeble and slippery. In the case of 64.4% within whole Soeumin. they have feeble skin. Therefore, the property of skin can be suggested to be more important than any other index for the classification of Sasang constitution.

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Construction of Clinical Decision Support System Architecture and Case Study (임상의사결정지원 시스템 아키텍처 수립 및 적용 사례)

  • Kim, Jeong Ah;Cho, InSook
    • Journal of Software Engineering Society
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    • v.25 no.2
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    • pp.29-34
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    • 2012
  • Quality control in medical is getting very important issue so that the importance of CDS(Clinical Decision Support) System has been increased. Local clinics as well as big hospitals are required to implement the CDS System. But the cost and complexity of CDS system implementation is so high since many different activities including knowledge authoring, software development, and integrating the legacy system are necessary. In this paper, we suggest the CDS system architecture to be sharable and interoperable and evaluate the availability and efficiency of this architecture.

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Patent and paper information analysis : questionnaire and program for syndrome differentiation (변증(辨證)을 위한 설문지 및 프로그램에 대한 특허정보 및 논문을 통한 연구 동향 분석)

  • Moon, Jin-Seok;Cha, Min-Ho;Yoon, Yoo-Sik;Choi, Sun-Mi
    • Korean Journal of Oriental Medicine
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    • v.12 no.3 s.18
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    • pp.17-29
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    • 2006
  • The Syndrome Differentiation(辨證) means to make diagnosises and to classify symptoms based oriental medicine theory. Questionnaires and clinical decision support system would assist the doctor checks up symptoms of a patient. We analyze about domestic and foreign patents and papers of these diagnosis tools and catch the trend. In patents, the system examines by telemedicine and offers medical information and prescriptions to patient. Papers was itemized fields ; theory, methods of analysis, clinical application, questionnaire, clinical decision support system. The results of this research can be applied to develop the high-quality tool to support syndrome differentiation.

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A Survey on Usages of Decision Support Functionalities in Korean Medicine Electronic Charts (한의전자차트에서 진단 지원 기능의 활용도에 대한 설문조사)

  • Kim, Sang-Kyun;Jang, Hyun-Chul;Song, Mi-Young;Kim, Chul;Yea, Sang-Jun;Kim, An-Na;Lee, Felix S.
    • Korean Journal of Oriental Medicine
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    • v.18 no.2
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    • pp.117-122
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    • 2012
  • Objectives : A Survey was conducted to find out usages of Korean medicine electronic charts and requirements of clinical decision support functionalities in the charts. Methods : An e-mail was sent to about 12,000 Korean medicine doctors that was affiliated to the Association of Korea Oriental Medicine. 250 doctors answered the questionnaires during one week. Results : Most doctors of 83% answered in use the electronic charts and use it mainly to insurance claims. 46% of them felt that diagnosis functions need to be improved first in the electronic charts. Moreover, 66% of them answered that expert systems to support diagnosis is required if provided. Conclusions : The clinical decision support systems help doctors diagnosis patients in a desirable manner. Many researches have been proposed about them in modern medical science, while a few studies suggested in Korean medicine. In the future, more researches in the field of diagnosis of electronic charts should be proceeded.

Semantic Web-based Clinical Decision Support System for Armed Forces Hospitals (군 병원을 위한 시맨틱 웹 기반 진료 의사결정지원 시스템)

  • Yoo, Dong-Hee;Ra, Min-Young
    • The KIPS Transactions:PartB
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    • v.17B no.4
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    • pp.317-326
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    • 2010
  • To improve the diagnosis and prescription for military personnel, it is required to adopt Clinical Decision Support System (CDSS) in armed forces hospitals. The objective of this paper is to suggest a CDSS for armed forces hospitals using semantic web technologies. To this end, we designed military medical ontologies and military medical rules which consist of the various concepts and rules for supporting medical activities. We developed a semantic web-based CDSS to demonstrate the use of the ontologies and rules for treating military patients. We also showed the process of semantic search for the medical records which are created from the semantic web-based CDSS.