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題名:護理紀錄語料及辭典建置之研究與應用於語音辨識之可行性評估
書刊名:醫療資訊雜誌
作者:黃品甄盧小玨張博論
作者(外文):Huang, Pin-jenLu, Shaio-jyueChang, Polun
出版日期:2011
卷期:20:2
頁次:頁25-35
主題關鍵詞:護理紀錄語料庫護理紀錄辭典語言模型語音辨識Nursing record corpusNursing record lexiconLanguage modelSpeech recognition
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:1
  • 共同引用共同引用:0
  • 點閱點閱:20
目標:本研究目的在於建置護理紀錄語料庫與辭典,並評估語音辨識應用於護理紀錄時之可行性。方法:本研究捨棄傳統的紙本資料,直接向臺灣中部某護理紀錄全面電子化之醫學中心申請護理紀錄電子檔做為訓練語料;收集自2007 年7月至2008年5月間之護理紀錄,包括7個加護單位及5個一般病房。本研究使用中央研究院之中文斷詞系統與未知詞擷取系統做為工具,分為三個階段進行研究:第一階段為建置護理紀錄語料庫,第二階段為建置護理紀錄辭典,第三階段分別建立兩組語言模型並計算其混淆度做為第一、二階段之評值。結果:共得到1,000,000筆之護理紀錄語料庫與974個詞的護理紀錄辭典,語言模型之語言混淆度相對差異值約為15.541%。結論:本研究所建置之護理紀錄辭典對語音辨識的影響屬於值得注意的成果。
Purpose: The purpose of this study is to build a routine nursing record corpus and evaluate the feasibility of using speech recognition in nursing record. Methods: We selected electronic nursing record from a medical center in Taiwan as text training data. The data were recorded during Jul, 07 to Mar, 08, included 7 ICU wards and 5 general wards. We used word segmentation and unknown-word extraction system from ACADEMIA SINICA to extract nursing record lexicon and training language models with and without the new lexicon, then calculate the perplexity of language models as evaluation. Results: This study accomplishes 1,000,000 nursing record corpus and 974 words nursing record lexicon. The relative perplexity reduction is 15.541% from the model without nursing record lexicon to the model with 974-words nursing record lexicon. Conclusions: According to rule of thumb, the influence of nursing records lexicon on the speech recognition is noteworthy.
期刊論文
1.魏玉英、林蓉金(2005)。護理紀錄缺陷的管理干預。職業與健康,21(12),2081-2082。  延伸查詢new window
2.Chang, P. L.、Sheng, Y. S.、Sang, Y. Y.、Wang, D. W.(2008)。Developing a wireless speech-and touchbased intelligent comprehensive triage support system。Computers, Informatics, Nursing,26(1),31-38。  new window
3.Thomas, W. D.、Dorothea, M.、Norcio, A. F.、Michael, J. D.(1994)。Nursing acceptance of a speech-input interface: A preliminary investigation。Computers in Nursing,12(6),264-271。  new window
4.Robb, Drew(2006)。Now We’re Talking。Computerworld,25-27。  new window
5.Justus I.、Philip, D.、Martin, W.(2006)。Free-text data entry by speech recognition software and its impact on clinical routine。Ear, Nose & Throat Journal,85(8),523-527。  new window
6.Alexandre, A.、Henning, B. A.(2009)。Speech input interfaces for anaesthesia Records。Hospital Information & Technology Europe,2(3)。  new window
7.van Terheyden, Nick(2008)。Speech recognition: the secret recipe for success of the electronic health record。Hospital Information & Technology Europe,1(1)。  new window
8.Alapetite, Alexandre(2008)。Speech recognition for the anaesthesia record during crisis scenarios。International Journal of Medical Informatics,77(7),448-460。  new window
9.Toni, G.、Ivano, A.、Carla, R.、Silvana, Q.、Mario, S.、Roberto, G.(2005)。Automated spoken dialogue system for hypertensive patient home management。International Journal of Medical Informatics,74(2),159-167。  new window
10.Hanna, S.、Tuija, L.、Barbro, B.、Helena, K.、Tapio, S.、Sanna, S.(2007)。Applying language technology to nursing documents: Pros and cons with a focus on ethics。International Journal of Medical Informatics,76(2),293-301。  new window
11.林秀如、張育萍、石義方、林美淑(2002)。簡化成癮防治科病房護理記錄書寫專案。慈濟護理雜誌,1,68-78。  延伸查詢new window
12.Rosenfeld, R.(2000)。Two Decades of Statistical Language Modeling: Where Do We Go from Here。Proceedings of the IEEE,88(8),1270-1278。  new window
會議論文
1.馬偉雲、謝佑明、楊昌樺、陳克健(2001)。中文語料庫構建及管理系統設計。ROCLING第十四屆計算語言學研討會。台南。  延伸查詢new window
2.Standley, C.、Douglas, B.、Ronald, R.(1998)。Evaluation metrics for language models。The DARPA Broadcast News Transcription and Understanding Workshop,275-280。  new window
3.Chien, Lee Feng(1997)。PAT-Tree-Based keyword extraction for chinese information retrieval。The 20th ACM SIGIR Conference on Research and Development in Information Retrieval,50-58。  new window
學位論文
1.張碧娟(2004)。基於語料庫及辭典精緻化之中文語言模型強化之研究(碩士論文)。臺灣大學。  延伸查詢new window
2.廖碩鵬(2003)。中文語音辨識中語言模型的強化(碩士論文)。國立臺灣大學。  延伸查詢new window
3.吳妙嬬(2007)。以課程錄音為基礎的中英雙語語音辨識之初步研究(碩士論文)。臺灣大學。  延伸查詢new window
圖書
1.Rabiner, Lawrence R.、Juang, Biing-Hwang(1993)。Fundamentals of Speech Recognition。New Jersey:Prentice Hall PTR,。  new window
2.盧美秀(1997)。最新基本護理學。台北市:匯華。  延伸查詢new window
3.王小川(2007)。語音訊號處理。台北市:全華。  延伸查詢new window
4.Ball, M. J.、DuLong, D.、Newbold, S. K.、Sensmeier, J. E.、Skiba, D. J.、Troseth, M. R.、Hannah, K. J.(2010)。Nursing Informatics: Where Technology and Caring Meet。New York:Springer, Inc。  new window
5.Huang, X. D.、Acero, A.、Hon, H.-W.(2001)。Spoken Language Processing: A Guide to Theory, Algorithm and System Development。Upper Saddle River, NJ:Prentice Hall。  new window
圖書論文
1.Fung, Pascale(1998)。Extracting key terms from Chinese and Japanese texts。Proceedings of Computer Processing of Oriental Languages。  new window
 
 
 
 
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