• Title/Summary/Keyword: Medical text

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Automatic Electronic Medical Record Generation System using Speech Recognition and Natural Language Processing Deep Learning (음성인식과 자연어 처리 딥러닝을 통한 전자의무기록자동 생성 시스템)

  • Hyeon-kon Son;Gi-hwan Ryu
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.3
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    • pp.731-736
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    • 2023
  • Recently, the medical field has been applying mandatory Electronic Medical Records (EMRs) and Electronic Health Records (EHRs) systems that computerize and manage medical records, and distributing them throughout the entire medical industry to utilize patients' past medical records for additional medical procedures. However, the conversations between medical professionals and patients that occur during general medical consultations and counseling sessions are not separately recorded or stored, so additional important patient information cannot be efficiently utilized. Therefore, we propose an electronic medical record system that uses speech recognition and natural language processing deep learning to store conversations between medical professionals and patients in text form, automatically extracts and summarizes important medical consultation information, and generates electronic medical records. The system acquires text information through the recognition process of medical professionals and patients' medical consultation content. The acquired text is then divided into multiple sentences, and the importance of multiple keywords included in the generated sentences is calculated. Based on the calculated importance, the system ranks multiple sentences and summarizes them to create the final electronic medical record data. The proposed system's performance is verified to be excellent through quantitative analysis.

A study on the theory of 'Eum-yang-Li-Hap (陰陽離合)' in 6th chapter of 'SoMoon (素問)' 'Yellow Emperior's Nei-ching (黃帝內經)' (황제내경(黃帝內經) 소문(素問) 음양이합론(陰陽離合論)에 대한 고찰(考察))

  • Ok, Do-Hoon;Hong, Won-Sik
    • Journal of Korean Medical classics
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    • v.3
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    • pp.501-552
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    • 1989
  • In this thesis, I intend to study the translational and clinical interpretation through the theory of Eum-Yang-Li-Hap', and reached the following conclusions. 1. 'Eum-Yang (陰陽)' in title, means Yin and Yang as method of understanding nature or humanbody, and 'Li-Hap (離合)' in title, means classification and getting together. Especially there are a view that Eum Yang in title means only meridinans within the limit of human body, but the limit needn't, because the word 'Li-Hap of 3Yin-3Yang (三陰三陽之離合)' as meaning of human meridians in the text. 2. The content of the text is generally seperated into 3 parts, the 1st part contents properties of Li Hap of Yin and Yang. 2nd and 3rd parts content the explanation of property of 3Yin and 3Yang, as example of human meridians with local conception, and content nicknames of 3Yin-3Yang and present the Ideo of 'Kae-Hap-Choo (開闔樞)'. 3. 3Yin-3Yang in the text, many of annotators tried to explanate by three types of conception, of human meridians, of the 'Viscera-Bowels (臟腑)', or of the 'Element motions and Natural factors (運氣)'. I think that these three conceptions could be mixed when the text was written, and regarde for the present that 3Yin-3Yang is explanated by the conception of human meridians. 4. 'Eum (陰)' the head-letter of the nicknames of 3Yin-3Yang, I think that it means 'Jok-Gyeong (足經)' related with the words 'The earth belongs to Yin (地爲陰)' in the text. And it i s considered that further studies should be followed on the tail-words of 3Yin-3Yang's nicknams. 5. Kae-Hap-Choo, Used in similitude" as 'Li (離)' of 3Yin-3Yang, are seperated functions by location of 3Yin-3Yang. In text 'Tae-Yang (太陽)' and 'Tae-Eum (太陰)' act as 'Kae (開)', 'Yang-Myeong (陽明)', and 'Gweor-Eum (厥陰)' act as 'Hap (闔)', 'So-Yang (少陽)' and 'So-Eum (少陰)' act as 'Choo (樞).' But there is other theory that Gweor-Eum act as Choo, and So-Eum act as Hap. 6. The theory of Kae-Hop-Choo, including only Jok-Gyeong being main materials of 'Yook Gyeong-Byeon-Jeung (六經辨證) had influence on development of clinical studies. If the theory of Kae-Hap-Choo receives and unions the ideos of '3 burning-Spaces (三焦)', metabolism, etc. more development of medicine is expected.

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Construction of Retrieval-Based Medical Database

  • Shin Yong-Won;Koo Bong-Oh;Park Byung-Rae
    • Biomedical Science Letters
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    • v.10 no.4
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    • pp.485-493
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    • 2004
  • In the current field of Medical Informatics, the information increases, and changes fast, so we can access the various data types which are ranged from text to image type. A small number of technician digitizes these data to establish database, but it is needed a lot of money and time. Therefore digitization by many end-users confronting data and establishment of searching database is needed to manage increasing information effectively. New data and information are taken fast to provide the quality of care, diagnosis which is the basic work in the medicine. And also It is needed the medical database for purpose of private study and novice education, which is tool to make various data become knowledge. However, current medical database is used and developed only for the purpose of hospital work management. In this study, using text input, file import and object images are digitized to establish database by people who are worked at the medicine field but can not expertise to program. Data are hierarchically constructed and then knowledge is established using a tree type database establishment method. Consequently, we can get data fast and exactly through search, apply it to study as subject-oriented classification, apply it to diagnosis as time-depended reflection of data, and apply it to education and precaution through function of publishing questions and reusability of data.

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Comparison reference books and details on text of Yukgyeong(六輕) in Uihakyimmun.Sanghanpyeon(醫學入門.傷寒篇) ("의학입문(醫學入門).상한편(傷寒篇)"중 "육경(六經)"조(條)의 인용서(引用書)와 내용 비교)

  • Kim, Kyeong-Suk;Jo, Hak-Jun;Kim, Jeung-Beum
    • Journal of Korean Medical classics
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    • v.21 no.2
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    • pp.59-85
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    • 2008
  • On the text of Yukgyeong(六經) in "Sanghanpyeon(傷寒篇) in Uihakyimmun(醫學入門)", we got some conclusion like below, and the study was mainly referred to "Hwangjenaegyoungju(黃帝內經注)" written by Wangbing(王氷), "Juhaesanghanron(注解傷寒論)", "Sanghanrye(傷寒例)" by Seongmugi(成無己), "Namyanghwalinseo(南陽活人書)", "Sanghanbaekmun(傷寒百問)" by Jugoeng(朱肱), "Sanghanbaekjeungga(傷寒百證歌)" by Heosukmi(許叔微), and "Injejikji(仁齊直指)" by Yangsayeong(楊士瀛). 'Gyeong(經)' quoted in "Sanghanpyeon(傷寒篇) in Uihakyimmun(醫學入門)" meant not only quoted from "Naegyoung(內經)", but "Sanghanron(傷寒論)" by Jangjunggyeong(張仲景). All the symptoms of Yukgyeong(六經) was sorted on the basis of "Juhaesanghanron(注解傷寒論)", and we can find the symptoms of Soyang(少陽) in the editing of Taeyangbyoung(太陽病), also symptoms of Taeeum(太陰) in Yangmyeongbyoung(陽明病). On the changing order of Yukgyeong(六經), "Jeungjuryujeunghwalinseo(增注類證活人書)" explained it through conflict of five stage, but "Uihakimmun(醫學入門)" interpreted it with proper and inverse condition of main stream of Yukgi(六氣).

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Text Mining for Korean: Characteristics and Application to 2011 Korean Economic Census Data (한국어 텍스트 마이닝의 특성과 2011 한국 경제총조사 자료에의 응용)

  • Goo, Juna;Kim, Kyunga
    • The Korean Journal of Applied Statistics
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    • v.27 no.7
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    • pp.1207-1217
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    • 2014
  • 2011 Korean Economic Census is the first economic census in Korea, which contains text data on menus served by Korean-food restaurants as well as structured data on characteristics of restaurants including area, opening year and total sales. In this paper, we applied text mining to the text data and investigated statistical and technical issues and characteristics of Korean text mining. Pork belly roast was the most popular menu across provinces and/or restaurant types in year 2010, and the number of restaurants per 10000 people was especially high in Kangwon-do and Daejeon metropolitan city. Beef tartare and fried pork cutlet are popular menus in start-up restaurants while whole chicken soup and maeuntang (spicy fish stew) are in long-lived restaurants. These results can be used as a guideline for menu development to restaurant owners, and for government policy-making process that lead small restaurants to choose proper menus for successful business.

A Literature Review of External Treatment for Throat Disorders found in Hyang-Yak-Jib-Sung-Bang - Throat (『향약집성방(鄕藥集成方)·인후문(咽喉門)』의 외치법(外治法)에 관한 연구(硏究))

  • Kim, Yong-Jin
    • The Journal of Korean Medical History
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    • v.30 no.2
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    • pp.73-81
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    • 2017
  • This literature review focuses on external treatments for the throat, as found in the classic Korean text, Hyang-Yak-Jib-Sung-Bang Throat. Sections of the text related to external treatment of throat disorders were reviewed. Examples of frequently used external methods include gargling, application of powder, and brushing of the throat. These methods are still used in modern Korean Medicine treatments for Ear-Nose-Throat (ENT) disorders. This discussion is provided with intention to invigorate the ancient practices of throat treatments, by highlighting benefits and results of the therapeutic protocols described in Hyang-Yak-Jib-Sung-Bang Throat. Discovering new effective herbal medicines and developing more precise external treatments will advance ENT treatment in Korean medicine.