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研究生: 姚永宏
Yao, Yong-Hong
論文名稱: 以文件探勘法比較國內外學者在論證相關研究上的差異
Using Text-Mining to Explore the Research Themes on Argumentation for Taiwanese and International Researchers in Science Education
指導教授: 楊文金
Yang, Wen-Gin
任宗浩
Jen, Tsung-Hau
學位類別: 碩士
Master
系所名稱: 科學教育研究所
Graduate Institute of Science Education
論文出版年: 2015
畢業學年度: 103
語文別: 中文
論文頁數: 80
中文關鍵詞: 論點論證文件探勘特徵詞群集化
英文關鍵詞: argument, argumentation, text-mining, homogeneous glossary, clustering
論文種類: 學術論文
相關次數: 點閱:135下載:29
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  • 科學論證是科學教育研究的核心議題之一,近年來與科學論證相關研究的文獻數量大量增長,顯示其重要性與日俱增。本研究併用文件探勘法(text-mining)以及傳統文獻分析方法針對Web of Science (WoS)的社會科學引文資料庫(Social Science Citation Index, SSCI)中論證相關研究文獻進行分類,找出論證研究領域的重要研究主題,並比較國內外科學教育學者在論證研究主題上的差異。本研究自Chemistry Education: Research And Practice (CERP)、International Journal of Science Education (IJSE)、 Journal of Research in Science Teaching (JRST)、 Research in Science Education (RSE)、Science & Education (S&E) 與Science Education (SE)等六個在科學教育領域具代表性的電子期刊資料庫搜尋從1965年至2014年止共279篇論證文獻資料進行分析。分析結果顯示,論證研究領域可分為九大主題,包括「以論證能力作為科學教育課程目標」、「科學建模與論證品質」、「以論證增進科學學習成效」、「論證過程的科學語言或對話模式」、「論證時同儕互動」、「探究實驗與論證」、「小組討論如何影響論證」、「社會性科學議題中的論證」,以及「論證與態度的關係」等九類研究主題之相關研究。比對文件探勘與專家分類的一致性為0.86,顯示其具有好的一致性。此外,國外學者的研究以數量來看前三名依序為「以論證增進科學學習成效」、「社會性科學議題中的論證」、「以論證能力作為科學教育課程目標」,國內學者發表數量的前三名依序為「社會性科學議題中的論證」、「科學建模與論證品質」、「以論證增進科學學習成效」。整體而言,相較於所有國家學者的研究數量,國內科學教育研究學者在科學論證領域之比例(3.9%)比所有主題研究發表的平均比例(2.2%)高將近一倍。然而國內學者在「論證過程的科學語言或對話模式」、「論證時同儕互動」、「小組討論如何影響論證」等三個主題的研究發表則相對較為缺乏。本研究之結果可以做為國內科學教育學者未來從事科學論證相關研究時的參考。

    The increase in researches on science argumentation during the last decades indicates that science argumentation has become an essential research topic in science education. The current study applied the text-mining technique to categorize the articles on science argumentation from the SSCI database (Web of Science), to find out the important research themes and to compare the differences in interest topics on argumentation between Taiwanese and the international researchers in science education. Based on a systematic review procedure, 297 articles in argumentation from six journals in science education were selected as the sample analyzed in the current study. These six journals include Chemistry Education: Research And Practice (CERP), International Journal of Science Education (IJSE), Journal of Research in Science Teaching (JRST), Research in Science Education (RSE), Science & Education (S&E) and Science Education (SE). According to the current analysis, nine themes including “C1: enhancing argumentation ability as a goal of science education”, “C2: argumentation in modeling”, “C3: enhancing science learning through argumentation”, “C4: using science language or the dialogue in argumentation”, “C5: peer-interaction in argumentation”, “C6: science inquiry and argumentation”, “C7: group discussion and argumentation”, “C8: argumentation in social scientific issues” and “C9: scientific attitude and argumentation” were identifies as important research themes on science argumentation. The consistency between the categorization conducted using text-mining technique and conducted by expert in science education is about 0.86. The results also indicate that C3, C8, and C1 are the more frequent topics studied by international researchers, and C8, C2, and C3 are by Taiwanese researchers in science education. In addition, the ratio of articles published by Taiwanese and international researchers on argumentation is about 0.04 and is almost twice as the ratio of articles on all the research topics in science education.

    目錄 第壹章 緒論 1 第一節 研究背景與研究動機 1 第二節 研究的重要性 3 第三節 研究目的與研究問題 3 第四節 名詞界定 3 第五節 研究範圍與限制 4 第貳章  文獻探討 5 第一節 論證 5 一、論證的定義與角色 5 二、論證相關研究 7 三、論點與論證的區別與使用 10 四、論證相關文章與科教文章在不同年段的發表百分率變化 11 五、論證模式種類 12 第二節  文件探勘 14 一、文件探勘的定義 14 二、文件探勘的架構 15 三、文件探勘的應用 17 四、文件探勘相關技術 19 第参章  研究方法 24 第一節  文獻來源 24 第二節  研究工具 38 第三節  研究流程 44 第肆章  研究結果 46 第一節  論證文章分群結果與命名 46 第二節  利用文件探勘分類結果與專家分類結果的一致性 64 第三節  國內、外學者在九大論證研究類別中的分布 67 第伍章  結論與建議 70 參考文獻 72 一、中文部分 72 二、西文部分 72 表 目 錄 表3.1 六本期刊各年段科學教育文章數 25 表3.2 六本期刊中國內外學者發表文章數 27 表3.3 279篇論證相關文章在六本期刊與各年段所佔數量 28 表3.4 國內外學者在六本期刊發表之論證相關文章數 31 表3.5國內外學者在六本期刊發表之論證相關文章數 33 表3.6國內外學者在六本期刊發表之論點相關文章數 36 表4.1 Wordstat分群結果 46 表4.2 「以論證能力作為科學教育課程目標」文獻關鍵詞頻 47 表4.3 「科學或科學本質的知識與論證品質」文獻關鍵詞頻 48 表4.4 「以論證增進科學學習成效」文獻關鍵詞頻 50 表4.5 「論證過程的科學語言或對話模式」文獻關鍵詞頻 52 表4.6 「論證時同儕互動」文獻關鍵詞頻 54 表4.7 「探究實驗與論證」文獻關鍵詞頻 56 表4.8 「小組討論如何影響論證」文獻關鍵詞頻 58 表4.9 「社會性科學議題中的論證」文獻關鍵詞頻 60 表4.10 「論證與態度的關係」文獻關鍵詞頻 62 表4.11 專家與文件探勘分類一致性 64 表4.12 國內外文獻在各類別論證相關研究與所有科教研究之分布 67 圖 目 錄 圖2.1 論證相關文章佔科教文章在不同年段的發表百分率趨勢圖 11 圖2.2 Toulmin論證模型(Toulmin, 2003) 12 圖2.3 論證符號表徵(Patronis et al., 1999) 13 圖2.4 Giere科學知識推理模型(Giere et al., 1991) 14 圖2.5 文件探勘架構1(Tan, 1999) 16 圖2.6 文件探勘架構2(Losiewicz et al., 2000) 16 圖2.7 階層式群集演算法樹狀圖 22 圖3.1 六本期刊文章在科教資料中所佔筆數與百分比 25 圖3.2 六本期刊在各年段文章出版數量與佔總量之比例 26 圖3.3 六本期刊各年段收錄文章年均量之趨勢變化 27 圖3.4 國內外學者在7541筆資料中所佔筆數與百分比 28 圖3.5 六本期刊論證相關文章篇數與佔總文章數之百分比 29 圖3.6各年代與論證相關之文章篇數與佔論證總文章數百分比 30 圖3.7六本期刊各年段論證相關文章年均量趨勢圖 30 圖3.8 國內外學者在六本期刊中發表之論證相關文章數與百分比 31 圖3.9論證相關文章在六本期刊與各年段年均量趨勢圖 32 圖3.10六本期刊論證相關文章數與佔總文章數之百分比 33 圖3.11國內外學者在六本期刊中發表之論證相關文章數與百分比 34 圖3.12 論點相關文章在六本期刊與各年段年均量 35 圖3.13六本期刊論點相關文章數與佔總文章數之百分比 36 圖3.14國內外學者在六本期刊中發表之論點相關文章數與百分比 37 圖3.15 論證與論點相關文章年均量與合併年均量趨勢圖 37 圖3.16群集結果2D視覺化 40 圖3.17群集結果3D視覺化 40 圖3.18詞頻分析結果總表 43 圖3.19以樹狀圖呈現群集結果 43 圖3.20研究流程圖 45

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