研究生: |
游忠諺 Yu, Chung-Yen |
---|---|
論文名稱: |
醫學電子資源大數據分析模式之建構與應用 Model Construction and Its Applications of Medical Electronic Resources Big Data Analysis |
指導教授: |
謝建成
Shieh, Jiann-Cherng |
學位類別: |
博士 Doctor |
系所名稱: |
圖書資訊學研究所 Graduate Institute of Library and Information Studies |
論文出版年: | 2016 |
畢業學年度: | 104 |
語文別: | 中文 |
論文頁數: | 167 |
中文關鍵詞: | 醫學電子資源 、大數據 、書目計量 、主題分析 、紀錄檔分析 、使用者行為分析 |
英文關鍵詞: | Medical Electronic Resource, Big Data, Bibliometrics, Subject Analysis, Log Analysis, User Behavior Analysis |
DOI URL: | https://doi.org/10.6345/NTNU202204746 |
論文種類: | 學術論文 |
相關次數: | 點閱:255 下載:0 |
分享至: |
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
學術圖書館因考量其電子資源購置成本效益,須透過有效且系統化的方式進行評估,以達成有效管理之目的。故自行建置代理伺服器結合圖書館自動化系統進行使用者權限的驗證,藉以記錄電子資源的使用狀況,但使用紀錄的資料量為動態增加,圖書館無法因應日新月異之龐大使用數據。為解決實務上所遭遇的問題,本研究提出電子資源使用大數據分析模式,模式內容包括:分析原始使用數據、剖析書目暨主題詞等詮釋資料、建立書目及使用紀錄明細資料庫等項目,並以醫學電子資源為研究範圍,做為本研究之驗證個案。
根據醫學電子資源大數據分析模式,本研究採用PubMed資料庫的文獻書目與醫學主題詞(MeSH)、期刊評比資料庫-SCImago Journal Rank(SJR)等相關資料來源,自行開發程式進行資料剖析與整理,並採用雲端技術結合圖書館自動化系統與電子資源代理伺服器等系統服務,進行不同層面之應用研究,包括:(1)醫學電子資源使用分析;(2)醫學領域文獻主題分析;(3)醫學領域書目計量分析。其分析結果可提供圖書館做為館藏發展與決策經營等不同層面的參考依據,相關資料可延伸應用至書目探勘、電子資源使用者行為等圖書資訊學相關研究領域,進行更深入與多元的探討。
In order to effectively manage electronic databases, academic libraries adopt systematic evaluation methods to account for the cost-effectiveness of electronic resource purchases. Proxy servers integrated with automated library systems are used to regulate user access and keep record of electronic resource usage. However, dynamic increase in records and large user data pose strain on the libraries. This study suggests that this matter can be resolved by applying the big data analysis model on the use record of electronic resources. This model consists of analyzing raw user data, scrutinizing metadata such as bibliography and subject headings, and establishing detailed bibliography and use record databases. A verification case study based on medical electronic resources is hereby presented.
In accordance to the big data analysis model, this study adopted relevant resources such as PubMed bibliographic database, medical subject headings (MeSH), and journal ranking database - SCImago Journal Rank (SJR) to develop a program that analyzes and organizes relevant data. Furthermore, cloud technology was used to consolidate system services including automated library system and electronic resource proxy server. Application study was conducted from different levels including: (1) Usage analysis of medical electronic resources; (2) subject analysis of medical references; and (3) medical bibliometric analysis. These results are reference for different functions ranging from collection building to management decisions. The application of relevant information can also be extended to bibliomining, electronic resource user behavior studies, and other library and information science investigations for more in-depth and diverse discussions.
參考文獻
Jiawei, H.(2008)。 資料探勘: 概念與方法(王派洲,譯)。台北市:滄海書局。
Mckibbon, KA. (2008)。 實證醫學原理與應用快速入門 (楊宗翰,譯)。 台北市:合記圖書館出版社。
牛道立、甄俊杰、何芬 (2010)。 近五年PubMed收錄的中國放射腫瘤學文献的分析[Chinese Literatures of Radiation Oncology Covered by PubMed over the Past Five Years]。癌症, 29(4),頁 495-499。
王明玲、杜立中、曾彩娥 (2009)。 臺灣出版五四運動文獻之書目計量研究[A Bibliometrics Study on the May Fourth Movement Documents Published in Taiwan]。國家圖書館館刊(98年1月),頁 93-113。
王敏、李揚、張燕舞、張玢、阿麗塔、許培揚等人 (2010)。 國際人體肝移植研究的文獻计量分析[Bibliometric Analysis of International Publications on Human Liver Transplantation]。中華醫學圖書情報雜志, 19(1),頁 67-73。
王梅玲 (2006)。 電子計量應用在電子期刊評鑑[The Application of E-Metrics to Electronic Journal Evaluation]。圖書與資訊學刊(57),頁 1-18。
王梅玲 (2008)。 電子期刊網路服務與評鑑模式之研究[A Study of Electronic Journals' Network Service and Evaluation Models]。圖書資訊學研究, 3(1),頁 75-102。
何光國(1994)。文獻計量學導論。:三民書局。
吳政叡 (2010)。 輔仁大學圖書館RapidILL使用分析與經濟效益評估[The Study of RapidILL Usage Analysis and Economic Assessment at Fu-Jen University Library]。大學圖書館, 14(2),頁 48-61。 doi: 10.6146/univj.2010.14-2.03
李美燕 (1994)。 線上公用目錄使用行為初探:交易處理記錄分析[A Primary Study of the Use of OPAC: Transaction Log Analysis]。圖書與資訊學刊(8),頁 19-36。
肖燕秋、徐奎、李世莉、陳克俠 (2011)。 PubMed收錄甲型H1N1流感文獻分析[Bibliometrics Analysis of Documents on Influenza a H1N1 Influenza in PubMed]。蚌埠醫學院學報, 36(1),頁 88-90。
林巧敏 (2009)。 臺灣地區資訊組織文獻書目計量分析[A Bibliometric Analysis on the Literature of Information Organization in Taiwan]。圖書資訊學刊, 7(1&2),頁 101-123。 doi: 10.6182/jlis.2009.7(1.2).101
林巧敏、范蔚敏 (2010)。 臺灣地區檔案學文獻計量分析[A Bibliometric Analysis of the Literature on Archival Studies in Taiwan]。圖書與資訊學刊(72),頁 16-38。
林信成、洪銘禪 (2010)。 應用Google Analytics於數位典藏網站計量分析[A Web Metrics Study on Taiwan Baseball Wiki Using Google Analytics]。教育資料與圖書館學, 47(3),頁 343-369。
林偉翔、林雯瑤 (2012)。 北市醫學雜誌之書目計量分析[A Bibliometric Study of Taipei City Medical Journal]。北市醫學雜誌, 9(1),頁 45-60。 doi: 10.6200/tcmj.2012.9.1.05
林頌堅 (2000)。 從網站工作記錄觀察大學圖書館網站使用情形[The Usage of a University Library Site from Observation of Web Log Files]。大學圖書館, 4(2),頁 2-22。
林頌堅 (2003)。 基於詞語抽取的圖書與資訊學刊研究主題分析。圖書與資訊學刊(47),頁 15-35。
林頌堅 (2008)。 以網站流量資料探討使用者的網路使用行爲[Using Traffic Data of Websites to Explore Users' Behavior in Network Use]。圖書資訊學研究, 2(2),頁 39-60。
邱均平、文庭孝、宋艷輝(2014)。知識計量學。北京:科學出版社。
洪榮照、鄧英蘭、蘇雅敏 (2010)。 臺中教育大學研究生對電子資源館藏使用情形之研究。臺中教育大學學報: 教育類, 24(2),頁 151-172。
紀征、任淑敏、朱啟貞 (2010)。 基於PubMed數據庫人禽流感研究的文獻計量分析[PubMed-covered Papers on Human Avian Influenza: A Bibliometric Analysis]。中華醫學圖書情報雜誌, 19(6),頁 70-73+79。
徐路 (2007)。 MEDLINE收錄1996-2005年貴陽醫學院論文的統計。貴陽醫學院學報, 32(3),頁 315-317。
國家教育研究院(2012)。 圖書館學與資訊科學大辭典-領域分析(Domain Analysis)。取自 http://terms.naer.edu.tw/detail/1678820/
張晗、劉鵬年、崔雷 (2007)。 國外消化性潰瘍文獻研究熱點的分析[Analysis of Foreign Literatures on Peptic Ulcer Research]。世界華人消化雜誌, 15(10),頁 1150-1155。
張慧銖(2011)。圖書館電子資源組織──從書架到網路。台北市:華藝。
張慧銖、黃婷鈺 (1996)。 統一醫學語言系統簡介[Introduction to the UMLS]。圖書館學刊(11),頁 165-204。
許昌泰、王明華、徐禮鲜 (2010)。 PubMed中麻醉學研究文獻計量學分析[Bibliometric Analysis and Developing of Biomedical Publications on Literature Anaesthesia in PubMed]。現代情報, 30(5),頁 3-8。
郭麗芳 (1997)。 網路電子期刊評估之研究[A Research on the Evaluation of Electronic Journals on the Network]。大學圖書館, 1(3),頁 73-105。
陳明來 (2002)。 主題分析在圖書資訊組織之角色探討[A Study of the Role of Subject Analysis in the Information Organization]。圖書與資訊學刊(42),頁 69-84。
陳敏珍 (1994)。 主題分析與主題檢索初探。國立臺灣師範大學圖書館館訊, 14,頁 4-8。
黃慕萱、董蕙茹、王俊傑 (2013)。 數位典藏網站評估-以網路連結與網站記錄分析[Web Link and Transaction Log Analyses of Digital Archive Websites]。圖書館學與資訊科學, 39(2),頁 66-83。 doi: 10.6245/jlis.2013.392/612
黃慕萱、賴麗香 (2009)。 圖書資訊學門國科會專題研究計畫之書目計量分析[A Bibliometric Study of the Funding Research Projects on LIS of the NSC in Taiwan]。圖書與資訊學刊(70),頁 1-16。
楊喻翔、釋惠敏 (2011)。 安寧療護文獻之計量研究:1952-2009[A Bibliometric Study of Palliative Care Literature,1952-2009]。安寧療護雜誌, 16(1),頁 42-61。
楊燕枝 (2010)。 以文獻計量法分析台灣在國際科管期刊的發表現況[Academic Publication of Taiwanese Scholars in Top International Journals of Technology Management Discipline: Biliometric Approach]。科技管理學刊, 15(4),頁 61-86。
葉譓歆 (2006)。 從電子資源統計問題看COUNTER計畫之發展與應用[Statistical Problems of Electronic Resources and the Development and Application of COUNTER Project]。教育資料與圖書館學, 43(4),頁 453-469。
詹麗萍(2005)。電子資源與圖書館館藏發展。台北市:麥田。
翟俊霞、劉玉華、安翠平 (2001)。 MEDLINE數據庫(1982~1998年)中原癌基因ras的主題詞分析。醫學信息學雜誌(2001年 03),頁 46-50。
蔡明月(2003)。資訊計量學與文獻特性。台北市:華泰文化。
蔡明月、徐韻婷 (2009)。 臺灣與中國大陸圖書資訊學核心期刊論文之主題分析研究-以1997-2006年為例[An Analysis of Subjects and Citations in Core Journals of Library and Information Science in Taiwan and China from 1997 to 2006]。圖書與資訊學刊(70),頁 17-38。
蔡明月、鄭琚媛 (2005)。 台灣地區生命科學國際會議文獻生產力研究[A Productivity Study of International Conference Literature on Life Science in Taiwan]。圖書與資訊學刊(53),頁 1-17。
蔡明月、賴芊卉 (2007)。 資訊科學引用與被引用文獻分散現象與主題變化研究:1985-2005[Comparison of Literature Scattering and Subject Changes between Citing and Cited Literature on Information Science: 1985-2005]。圖書資訊學研究, 1(2),頁 1-31。
龍莉艷、張桂云、周丹、劉麗華、馮小東、張磊 (2008)。 肺癌研究文獻的循證計量分析[Evidence-based Bibliometric Analysis of Lung Cancer Research Literature]。中國循證醫學雜誌, 8(12),頁 1105-1111。
戴玉旻、陳莉君、偌弗.卡克拉爾、柯皓仁 (2001)。 台灣電子期刊使用者行為分析:以Elsevier SDOS電子期刊系統為例[Exploring the Behavior of E-Journal Users in Taiwan: An Analysis of Web Server Log of Elsevier Science Direct On Site]。圖書與資訊學刊(39),頁 1-27。
謝建成(2010)。書目探勘。台北市:文華圖書館管理。
羅思嘉 (2000)。 資訊行為探索-以國立成功大學學生為例: 從資訊搜尋行為看資訊環境對讀者資訊行為之影響, 64,頁 141-160。
羅思嘉、陳光華、林純如 (2001)。 圖書資訊學學術文獻主題分類體系之研究[The Study of Framework of Subject Classification for Journal Articles in Library and Information Science]。圖書資訊學刊(16),頁 185-207。
Albrechtsen, H. (1993). Subject analysis and indexing: from automated indexing to domain analysis. Indexer, 18, 219-219.
Atkins, S. (1996). Mining automated systems for collection management. Library Administration & Management, 10(1), 16-19.
Banerjee, K. (1998). Is data mining right for your library? Computers in Libraries, 18(10), 28-31.
Borrego, Á., & Urbano, C. (2007). Analysis of the behaviour of the users of a package of electronic journals in the field of chemistry. Journal of documentation, 63(2), 243-258.
Boyce, P., King, D. W., Montgomery, C., & Tenopir, C. (2004). How electronic journals are changing patterns of use. The Serials Librarian, 46(1-2), 121-141.
Breeding, M. (2001). Offering remote access to restricted resources. Information Today, 18(5), 52-53.
Breeding, M. (2009). Measuring the Use of Electronic Resources. Library Technology Reports, 38(3), 36-52.
Brookes, B. C. (1969). Bradford's law and the bibliography of science. Nature, 224(5223), 953.
Chu, C. M., & O'Brien, A. (1993). Subject analysis: the critical first stage in indexing. Journal of Information Science, 19(6), 439-454.
COUNTER. (2002). COUNTER: COUNTER: Counting Online Usage of NeTworked Electronicresources. Retrieved from http://www.projectcounter.org/index.html
COUNTER. (2012, May 28). The COUNTER Code of Practice for e-Resources: Release 4. Retrieved from http://www.projectcounter.org/r4/COPR4.pdf
COUNTER. (2014). The COUNTER Code of Practice for Articles: Release 1. Retrieved from http://www.projectcounter.org/documents/counterart_cop_MAR2014.pdf
Davis, P. M. (2002). Patterns in electronic journal usage: Challenging the composition of geographic consortia. College & Research Libraries, 63(6), 484-497.
De Groote, S. L., & Dorsch, J. L. (2003). Measuring use patterns of online journals and databases. Journal of the Medical Library Association, 91(2), 231.
Dehdarirad, T., Villarroya, A., & Barrios, M. (2015). Research on women in science and higher education: a bibliometric analysis. Scientometrics, 103(3), 795-812. doi:10.1007/s11192-015-1574-x
Fox, J. P., Tyler, J. A., Vashi, A. A., Hsia, R. Y., & Saxe, J. M. (2014). A variation in the value of colectomy for cancer across hospitals: Mortality, readmissions, and costs. Surgery, 156(4), 849-860.
Hancock-Beaulieu, M., Robertson, S., & Neilson, C. (1990). Evaluation of online catalogues: an assessment of methods: British Library Research and Development Department.
Hjørland, B. (2002). Domain analysis in information science: eleven approaches-traditional as well as innovative. Journal of documentation, 58(4), 422-462.
Hjørland, B., & Albrechtsen, H. (1995). Toward a new horizon in information science: domain-analysis. JASIS, 46(6), 400-425.
Hsu, C.-L., & Chiang, C.-H. (2015). A bibliometric study of SSME in information systems research. Scientometrics, 102(3), 1835-1865. doi:10.1007/s11192-014-1334-3
Huang, Y., Zhou, M., Deng, Q., Zhang, J., Zhou, P., & Shang, X. (2015). Bibliometric analysis for the literature of traditional Chinese medicine in PubMed. Scientometrics, 105(1), 557-566.
Jansen, B. J., & Spink, A. (2000). Methodological approach in discovering user search patterns through Web log analysis. Bulletin of the American Society for Information Science and Technology, 27(1), 15-17.
Khan, A. M., Zaidi, S. M., & Zaffar Bharati, M. S. (2009). Use of on-line databases by faculty members and research scholars of Jawaharlal Nehru University (JNU) and Jamia Millia Islamia (JMI), New Delhi (India): A survey. The International Information & Library Review, 41(2), 71-78.
Kurth, M. (1993). The limits and limitations of transaction log analysis. Library Hi Tech, 11(2), 98-104.
Lawrence, S., Giles, L. C., & Bollacker, K. (1999). Digital libraries and autonomous citation indexing. Computer, 32(6), 67-71.
Li, B., Pan, H., & Ye, D. (2013). A bibliometric study of literature on SLE research in PubMed (2002–2011). Lupus, 22(8), 772-777.
Libraries, A. O. R. Statistics & Assessment. Retrieved from http://www.arl.org/focus-areas/statistics-assessment
Lin, J., & Wilbur, W. J. (2007). PubMed related articles: a probabilistic topic-based model for content similarity. BMC bioinformatics, 8(1), 423.
Lipscomb, C. E. (2000). Medical subject headings (MeSH). Bulletin of the Medical Library Association, 88(3), 265.
Lotka, A. J. (1926). The frequency distribution of scientific productivity. Journal of Washington Academy Sciences.
Mancini, D. D. (1996). Mining your automated system for systemwide decision making. Library Administration & Management, 10(1), 11-15.
Mercer, L. S. (2000). Measuring the use and value of electronic journals and books. Issues in science and technology librarianship, 25, 1-8.
Mork, J. G., Jimeno-Yepes, A., & Aronson, A. R. (2013). The NLM Medical Text Indexer System for Indexing Biomedical Literature. Paper presented at the BioASQ@ CLEF.
Morse, D. H., & Clintworth, W. A. (2000). Comparing patterns of print and electronic journal use in an academic health science library. Issues in science and technology librarianship, 28(26.04), 2008.
National Library of Medicine. (2003). Current Semantic Types. Retrieved from http://www.nlm.nih.gov/research/umls/META3_current_semantic_types.html
National Library of Medicine. (2004). UMLS-About. Retrieved from http://www.nlm.nih.gov/research/umls/about_umls.html - Semantic
National Library of Medicine. (2006). UMLS Semantic Network Fact Sheet. Retrieved from http://www.nlm.nih.gov/pubs/factsheets/umlssemn.html
National Library of Medicine. (2013). Introduction to MeSH - 2014. Retrieved from http://www.nlm.nih.gov/mesh/introduction.html
National Library of Medicine. (2014a). History of MTI. Retrieved from http://ii.nlm.nih.gov/MTI/history.shtml
National Library of Medicine. (2014b). MeSH Tree Structures - 2014. Retrieved from http://www.nlm.nih.gov/mesh/2014/mesh_trees/trees.html
National Library of Medicine. (2014c). MeSH-Preface. Retrieved from http://www.nlm.nih.gov/mesh/intro_preface.html - pref_rem
National Library of Medicine. (2014d). MetaMap- A Tool For Recognizing UMLS Concepts in Text. Retrieved from http://metamap.nim.nih.gov
National Library of Medicine. (2014e). PubMed Help - Computation of Related Citations. Retrieved from http://www.ncbi.nlm.nih.gov/books/NBK3827/ - pubmedhelp.Computation_of_Related_Citati
National Library of Medicine. (2014f). Pubmed Help - MeSH Subheadings. Retrieved from http://www.ncbi.nlm.nih.gov/books/NBK3827/table/pubmedhelp.T41/
National Library of Medicine. (2014g). UMLS Reference Manual. Retrieved from http://www.ncbi.nlm.nih.gov/books/NBK9684/
Neighbors, J. M. (1980). Software construction using components. Citeseer.
Nelson, S. J., Johnston, W. D., & Humphreys, B. L. (2001). Relationships in medical subject headings (MeSH) Relationships in the organization of knowledge (pp. 171-184): Springer.
Nicholson, S. (2003). The bibliomining process: Data warehousing and data mining for library decision making. Information Technology and Libraries, 22(4), 146-151.
Nicholson, S. (2006). The basis for bibliomining: Frameworks for bringing together usage-based data mining and bibliometrics through data warehousing in digital library services. Information processing & management, 42(3), 785-804.
NISO. (2013). Standardized Usage Statistics Harvesting Initiative (SUSHI)—National Information Standards Organization. Retrieved from http://www.niso.org/workrooms/sushi
Papatheodorou, C., Kapidakis, S., Sfakakis, M., & Vassiliou, A. (2003). Mining user communities in digital libraries. Information Technology and Libraries, 22(4), 152.
Patra, S., & Mishra, S. (2006). Bibliometric study of bioinformatics literature. Scientometrics, 67(3), 477-489. doi:10.1556/Scient.67.2006.3.9
Peters, T. (1996). Using transaction log analysis for library management information. Library Administration & Management, 10(1), 20-25.
Peters, T. A. (1993). The history and development of transaction log analysis. Library Hi Tech, 11(2), 41-66. doi:doi:10.1108/eb047884
Pilsczek, F. H. (2015). RESPIRATORY INFECTIONS RESEARCH IN AFGHANISTAN: BIBLIOMETRIC ANALYSIS WITH THE DATABASE PUBMED. Journal of Ayub Medical College Abbottabad, 27(2), 464-466.
Pinto, M., Isabel Escalona, M., Pulgarín, A., & Uribe-Tirado, A. (2015). The scientific production of Ibero-American authors on information literacy (1985–2013). Scientometrics, 102(2), 1555-1576. doi:10.1007/s11192-014-1498-x
Prieto-Díaz, R. (1990). Domain analysis: An introduction. ACM SIGSOFT Software Engineering Notes, 15(2), 47-54.
Pritchard, A. (1969). Statistical bibliography or bibliometrics. Journal of documentation, 25(4), 348-349.
Rajgoli, I. U., & Laxminarsaiah, A. (2015). Authorship pattern and collaborative research in the field of spacecraft technology. Electronic Library, 33(4), 625-642. doi:10.1108/EL-12-2013-0210
Ramos, J. M., González-Alcaide, G., & Bolaños-Pizarro, M. (2013). Bibliometric analysis of leishmaniasis research in Medline (1945-2010). Parasites & vectors, 6(1), 55.
Rowlands, I., & Nicholas, D. (2007). The missing link: Journal usage metrics. Paper presented at the Aslib Proceedings.
Sachithanantham, S., & Raja, S. (2015). Scientometric analysis of rabies research literature in India: 1950–2014. Scientometrics, 105(1), 567-575. doi:10.1007/s11192-015-1694-3
SARG. (2002). Squid Analysis Report Generator. Retrieved from http://sarg.sourceforge.net
Scheckler, W. E. (1982). A realistic journal reading plan: The cornerstone of continuing medical education. JAMA, 248(16), 1987-1988. doi:10.1001/jama.1982.03330160035021
Schulman, S. (1998). Data mining: Life after report generators. Information Today, 15(3), 52.
Sengupta, I. (1985). Bibliometrics: A bird's eye view. IASLIC Bulletin, 60(4), 167-174.
Shepherd, P. T. (2006). COUNTER: usage statistics for performance measurement. Performance Measurement and Metrics, 7(3), 142-152.
Siddique, M. A., & Ali, A. (2010). Online Journals in the Jawaharlal Nehru University (JNU): A User Survey. Trends in Information Management, 6(1).
Vickery, B. C. (1968). Analysis of information Subject and Information Analysis (pp. 6-35).
White, A., & Kamal, E. D. (2006). E-metrics for library and information professionals : how to use data for managing and evaluating electronic resource collections New York: Neal-Schuman.
Yang, M. H., Chen, C. L., Chau, G. Y., Chiou, S. H., Su, C. W., Chou, T. Y., . . . Wu, J. C. (2009). Comprehensive analysis of the independent effect of twist and snail in promoting metastasis of hepatocellular carcinoma. Hepatology, 50(5), 1464-1474.
Yu, L., & Apps, A. (2000). Studying e-journal user behavior using log files: the experience of superjournal. Library & Information Science Research, 22(3), 311-338.