研究生: |
李姵儒 Lee, Pei-Ju |
---|---|
論文名稱: |
國中生情緒主題寫作文本之情緒詞彙特徵與心理健康相關研究 Study of the relationship between emotional characteristics and mental health from the written articles of junior high school students |
指導教授: |
陳學志
Chen, Hsueh-Chih |
學位類別: |
碩士 Master |
系所名稱: |
教育心理與輔導學系 Department of Educational Psychology and Counseling |
論文出版年: | 2018 |
畢業學年度: | 106 |
語文別: | 中文 |
論文頁數: | 61 |
中文關鍵詞: | 中文情緒網絡詞典 、心理健康 、情緒特徵指標 |
英文關鍵詞: | Chinese emotional online dictionary, Emotional characteristics, Mental health |
DOI URL: | http://doi.org/10.6345/THE.NTNU.DEPC.012.2018.F02 |
論文種類: | 學術論文 |
相關次數: | 點閱:221 下載:3 |
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本研究旨在瞭解國中生寫作文本所用的情緒詞彙與其心理健康情形之關聯,根據情緒理論以及過去情緒詞相關文獻資料,分成兩個研究進行探討。研究一蒐集北部266位國中學生共760篇情緒主題寫作文本,並使用「中文情緒網絡詞典」之情緒詞彙特徵指標:情緒共現性及情緒正負向性作為計算指標,將寫作文本以句法為單位後進行剖析,再對照詞典中各詞彙的情緒共現性與正負向性,計算文本的情緒共現性與正負向性,以進行寫作文本情緒類別及正負向性之判斷。結果顯示,以情緒特徵指標的計算結果區辨文本情緒的正負向性有超過八成的正確率,在預測文本情緒的類別時同樣也有超過八成的正確率。同時,以情緒特徵指標評判文本正負向性的結果與人工判斷的結果也有相當高的一致性。研究二透過研究一之266位學生進行心理健康相關量表之調查,並請學生另撰寫581篇隱含情緒寫作文本,依據研究一之計算程序計算文本的各項情緒特徵指標,並用迴歸分析檢驗學生的文本情緒特徵指標與其心理健康相關量表的關聯。結果顯示,以「自尊」而言,厭惡隱喻共現性的預測效果達負向顯著。以「身體症狀」而言,生氣共現性的預測效果達正向顯著。以「睡眠狀況」而言,悲傷共現性的預測效果達正向顯著,害怕共現性的預測效果達負向顯著。結果顯示,以情緒詞彙特徵指標能有效區辨文本情緒的正負向性,也能有效預測文本情緒的類別;而在以情緒詞彙特徵指標預測心理健康時也同樣能獲得顯著的預測效果。顯示透過寫作文本的內容分析能夠偵測學生的情緒,探討學生的心理健康程度,以利進行後續的心理輔導。
This thesis studies the relationship between mental health and the emotional words from the articles of junior high school students through two comprehensive research. The first research is a classification system labeling the emotions of article through co-occurrence analysis from “The Emotional Lexical Co-occurrence Corpus”. The dataset includes 760 articles from 266 northern Taiwan junior high school students. The input predictors of the classification include the weight vector of words, the emotional co-occurrence between words, and emotional characteristics from Chinese emotional online dictionary. This classification results demonstrate the effectiveness with 80% precision which is highly identical to supervised labeling.
The second research studies the relationship between mental health and emotional characteristics from the articles through regression analysis. Based on the classification system developed from the first research, the second research analyzes another 581 articles from the same group. The results show that the number and frequency of emotional words are significant predictors of the level of negative emotion, physical symptoms, and anxiety levels. Furthermore, the co-occurrence of different aspects also shows significant prediction accuracy on self-respect, physical symptoms, and sleep quality.
This thesis concludes written articles are a good resource to analyze emotion levels and mental symptoms, and emotional characteristics is a significant predictor on labeling the emotion of articles and predicting mental symptoms.
中文部分
方紫薇(2012)。完美主義與學習困擾,正負向情感之關係:反第思考之中介效果。教育心理學報,43(4),735-762。
王一牛、周立明、羅躍嘉(2008)。漢語情感詞系統的初步編制及評定。中國心理衛生雜誌,22(8),608-612。
巫博瀚、陸偉明、賴英娟(2012)。台灣青少年快樂發展之縱貫性研究:二階層線性成長模式的發現。中華輔導與諮商學報,34,1-18。
李明濱(2006)。自殺防範指引-專業、愛與希望。台北:自殺防治中心。
李皇謀、李玉琇(2011)。267個常見中文雙字詞的情緒評量與自由聯想常模。中華心理衛生學刊, 24(4),495-524。
卓淑玲、陳學志、鄭昭明(2013)。台灣地區華人情緒與相關心理生理資料庫─中文情緒詞常模研究。中華心理學刊, 55(4),493-523。
周泰安、邱發忠、陳學志、徐芝君、卓淑玲(2009)。害羞的內隱與外顯測量。教育心理學報,41(2),453-474。
金樹人(2010)。心理位移之結構特性及其辯證現象之分析:自我多重面向的敘寫與敘說。中華輔導與諮商學報,28,187-228。
胡中凡、陳彥丞、卓淑玲、陳學志、張雨霖、宋曜廷(2017)。1200個中文雙字詞的聯想常模與其被聯想反應參照表。教育心理學報,49(1),137-160。
張簡仲堯(2010)。國小生活課程教科書在品格教育之內容分析(未出版碩士論文)。國立臺東大學,臺東縣。
梁庚辰(2013)。臺灣地區華人情緒與相關心理生理資料庫: 緣起及設立。人文與社會科學簡訊,15(1),116-123。
陳世榮(2015)。社會科學研究中的文字探勘應用:以文意為基礎的文件分類及其問題。人文及社會科學集刊,27(4),683-718。
陳彥丞、卓淑玲、張仁和、陳學志、宋曜廷(未發表)。以大數據取向建置之情緒屬性資料庫應用性驗證:以區辨文本的情緒主題為例。國立師範大學,台北市。
陳為堅(2004)。學校憂鬱傾向學生推估及預防策略之研究。台北:教育部委託研究報告。
陳學志、卓淑玲、張仁和、宋曜廷(2015)。基於大數據語料之中文情緒網絡詞典建置與中文寫作語料心理特質評估指標之發展。行政院科技部專題研究計畫(編號:MOST104-2511-S-003-019-MY3)。
陳學志、詹雨臻、馮彥茹(2013)。台灣地區華人情緒與相關心理生理資料庫─中文情緒隱喻的刺激常模。中華心理學刊, 55(4),525-553。
陸洛、高旭繁、周雲、蕭愛鈴(2001)。兩岸三地員工之工作壓力、控制信念、工作滿意及身心健康。中華心理衛生學刊,14,55-87。
黃金蘭(2013)。台灣版語文探索與字詞計算字典檔之修訂與信效度檢驗。行政院國家科學委員會專題研究成果報告(編號:NSC100-2410-H-011-012)。
黃金蘭、Chung, C. K.、Hui, N.、林以正、謝亦泰、程威詮、Lam, B.、Bond. M., Pennebaker, J. W.(2012)。中文版語文探索與字詞計算字典之建立。中華心理學刊,54,185-201。
蔡芬芳(1997)。自尊對自利歸因的影響──自我概念內容與架構的交互作用(未出版碩士論文)。國立台灣大學,台北市。
蕭佳純、董旭英(2011)。TEPS 資料庫中國中生心理健康情形之縱貫性分析。諮商輔導學報-高師輔導所刊,23,75-97。
親子天下雜誌(2014)。情緒力大調查:面對負面情緒,孩子束手無策。取自親子天下網站:https://www.parenting.com.tw/article/5056995-%E3%80%8A%E8%A6%AA%E5%AD%90%E5%A4%A9%E4%B8%8B%E3%80%8B%E6%83%85%E7%B7%92%E5%8A%9B%E5%A4%A7%E8%AA%BF%E6%9F%A5%EF%BC%9A%E9%9D%A2%E5%B0%8D%E8%B2%A0%E9%9D%A2%E6%83%85%E7%B7%92%EF%BC%8C%E5%AD%A9%E5%AD%90%E6%9D%9F%E6%89%8B%E7%84%A1%E7%AD%96/?page=1,2014年3月31日。
賴慧敏、鄭博文、陳清檳(2017)。臺灣青少年憂鬱情緒與偏差行為之縱貫性研究。教育心理學報,48(3),399-426。
蘇倫慧、賴志超、趙淑珠(2013)。親密關係、情緒與生活滿意度—正向情緒的中介效果。家庭教育與諮商學刊,15,55-86。
英文部分
Arnold, M. B. (1960). Emotion and Personality. New York: Columbia University Press.
Asendorpf, J. B., Banse, R., & Mücke, D. (2002). Double dissociation between implicit and explicit personality self-concept: The case of shy behavior. Journal of Personality and Social Psychology, 83, 380-393.
Bargh, J. A., Chen, M., & Burrows, L. (1996). Automaticity of social behavior: Direct effects of trait construct and stereotype activation on action. Journal of Personality and Social Psychology, 71(2), 230-244.
Baroni-Urbani, C., & Buser, M. W. (1976). Similarity of Binary Data. Systematic Biology, 25(3), 251-259.
Beck, A. T., & Clark, D. A. (1988). Anxiety and depression: An information processing perspective. Anxiety research, 1(1), 23-36.
Blake, C. (2011). Text mining. Annual review of information science and technology, 45(1), 121-155.
Bower, G. H. (1981). Mood and memory. American psychologist, 36(2), 129.
Bradley, M., & Lang, P.J. (1999). Affective norms for English words (ANEW): Stimuli, instruction manual and affective ratings. Technical report C-1, Gainesville, FL. The Center for Research in Psychophysiology, University of Florida.
Chan, D. W. (1985). The Chinese version of the General Health Questionnaire: does language make a difference?. Psychological medicine, 15(1), 147-155.
Cohn, M. A., Mehl, M. R., & Pennebaker, J. W. (2004). Linguistic markers of psychological change surrounding September 11, 2001. Psychological Science, 15, 687-693.
Coyne, J. C., Aldwin, C., & Lazarus, R. S. (1981). Depression and coping in stressful episodes. Journal of abnormal psychology, 90(5), 439.
Denzin, N. K. (1984). Toward a phenomenology of domestic, family violence. American journal of sociology, 90(3), 483-513.
Diener, E. D., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of personality assessment, 49(1), 71-75.
Diener, E., & Diener, M. (1995). Cross-cultural correlates of life satisfaction and self-esteem. Journal ofPersonality and Social Psychology, 68, 653-663.
Drever, J. (1952). A dictionary of psychology. Oxford, England: Penguim Books, Inc..
Dworetzky, J. P. (1985). Psychology. St. Paul, MN:West Publishing Co.
Eibl-Eibesfeldt, I. (1973). The expressive behaviour of the deaf-and-blind-born. In M. von Cranach & I. Vine (Eds.), Social communication and movement(pp. 163-194). London: Academic Press.
Ekman, P., & Friesen, W. V. (1976). Measuring facial movement. Environmental psychology and nonverbal behavior, 1(1), 56-75.
Ekman, P., Friesen, W. V., & Ellsworth, P. (1972). Emotion in the human face: Guidelines for research and an integration of findings. Oxford, England: Pergamon Press.
Fazio, R. H. (2001). On the automatic activation of associated evaluations: An overview. Cognition and Emotion, 15(2), 115-141.
Fontaine, J. R., Scherer, K. R., Roesch, E. B., & Ellsworth, P. C. (2007). The world of emotions is not two-dimensional. Psychol Sci, 18(12), 1050-1057.
Francis, M. E., & Pennebaker, J. W. (1993). LIWC: Linguistic inquiry and word count. (Tech. Rep.). Dallas, TX: Southern Methodist University.
Fredrickson, B. L., & Branigan, C. (2005). Positive emotions broaden the scope of attention andthought-action repertoires. Cognitive and Emotion, 19, 313-332.
Fredrickson, B. L., & Losada, M. F. (2005). Positive affect and the complex dynamics of human flourishing. American psychologist, 60(7), 678.
Fredrickson, B. L., Tugade, M. M., Waugh, C. E., & Larkin, G. R. (2003). What good are positive emotions in crisis? A prospective study of resilience and emotions following the terrorist attacks on the United States on September 11th, 2001. Journal of Personality and Social Psychology, 84(2), 365-376.
Goldberg, D. (1978). Manual of the general health questionnaire. Windsor: Nfer Nelson.
Graybeal, A., Sexton, J. D., & Pennebaker, J. W. (2002). The role of story-making in disclosure writing: The psychometrics of narrative. Psychology and Health, 17(5), 571-581.
Greenwald, A. G., & Banaji, M. R. (1995). Implicit social cognition: attitudes, self-esteem, and stereotypes. Psychological Review, 102, 4-27.
Greenwald, A. G., McGhee, D. E., & Schwartz, J. L. K. (1998). Measuring individual differences in implicit cognition: The Implicit Association Test. Journal of Personality and Social Psychology, 74, 1464-1480.
Gross, J. J. (1998). The emerging field of emotion regulation: an integrative review. Review of general psychology, 2(3), 271.
Haidt, J. (2003). The moral emotions Handbook of affective sciences. New York, NY, US: Oxford University Press.
Handelman, L. D., & Lester, D. (2007). The content of suicide notes from attempters and completers. Crisis, 28(2), 102-104.
Harré, R. (Ed.). (1986). The social construction of emotions. Oxford: Basil Blackwell.
Harris, P. L. (1983). Children's understanding of the link between situation and emotion. Journal of experimental child psychology, 36(3), 490-509.
Hinde, R. A. (1985). Was ‘The expression of the emotions’a misleading phrase?. Animal Behaviour, 33(3), 985-992.
Hinojosa, J. A., Martínez-García, N., Villalba-García, C., Fernández-Folgueiras, U., Sánchez-Carmona, A., Pozo, M. A., & Montoro, P. R. (2016). Affective norms of 875 Spanish words for five discrete emotional categories and two emotional dimensions. Behavior research methods, 48(1), 272-284.
Izard, C. E. (1993). Four systems for emotion activation: Cognitive and noncognitive processes. Psychological review, 100(1), 68.
Jaffe, E. (2014, July). What Big Data Means For Psychological Science. Paper presented the 2014 APS Annual Convention in San Francisco. Abstract retrieved from https://www.psychologicalscience.org/observer/what-big-data-means-for-psychological-science
John, C. H. (1988). Emotionality ratings and free-association norms of 240 emotional and non-emotional words. Cognition & Emotion, 2(1), 49-70.
Justeson, J. S., & Katz, S. M. (1991). Co-occurrences of antonymous adjectives and their contexts. Computational linguistics, 17(1), 1-19.
Kiefer, M., Schuch, S., Schenck, W., & Fiedler, K. (2007). Mood states modulate activity in semantic brain areas during emotional word encoding. Cerebral Cortex, 17(7), 1516-1530.
Kihlstrom, J. F. (1987). The cognitive unconscious. Science, 237, 1445-1452.
Kihlstrom, J. F., & Cantor, N. (1984). Mental representations of the self. In L. Berkowitz (Ed.), Advances in experimental social psychology (Vol. 17., pp. 1–47). New York: Academic.
Kleinginna, P. R., & Kleinginna, A. M. (1981). A categorized list of emotion definitions, with suggestions for a consensual definition. Motivation and emotion, 5(4), 345-379.
Lang, P. J., Bradley, M. M., & Cuthbert, B. N. (1990). Emotion, attention, and the startle reflex. Psychological Review, 97(3), 377-395.
Larsen, R.J. and Diener, E. (1992). Promises and problems with the circumplex model of emotion. In M. S. Clark (Ed.), Review of Personality and Social Psychology: Emotion (Vol. 13., pp. 25-59). Newbury Park, CA: Sage.
Lazarus, R. S. (1991). Emotion and adaptation. Oxford: Oxford University Press.
Mandler, G. (1975). Mind and emotion. NY: Wiley.
Millenson, J. R., & Leslie, J. C. (1967). Principles of behavioral analysis. New York: Macmillan.
Miller, C. E. (1989). The social psychological effects of group decision rules. In P. B. Paulus (Ed.), Psychology of group influence (2nd ed., pp. 327–355). Hillsdale, NJ: Erlbaum.
Mukherjee, S., & Heise, D. R. (2017). Affective meanings of 1,469 Bengali concepts. Behavior research methods, 49(1), 184-197.
Nancanow, C., & Brace, I. (2000). Saying the "right thing": Coping with Social Desirability Bias in Marketing Research. Bristol Business School Teaching and Research Review, 3, 1468-4578.
Osgood, C. E., Suci, G. J., & Tannenbaum, P. H. (1957). The Measurement of Meaning. Urbana, IL: University of Illinois Press.
Pecina, P. (2009). Lexical association measures and collocation extraction. Language Resources and Evaluation, 44(1-2), 137-158.
Pelkonen, M., Marttunen, M., & Aro, H. (2002). Risk fro depression: A 6-year follow-up of Finnish adolescents. Journal of Affective Disorders, 77(1), 44-51.
Pennebaker, J. W. (2011). The secret life of pronouns. New Scientist, 211(2828), 42-45.
Pennebaker, J. W., & Beall, S. K. (1986). Confronting a traumatic event: toward an understanding of inhibition and disease. Journal of abnormal psychology, 95(3), 274.
Pennebaker, J. W., & Chung, C. K. (2007). Expressive writing, emotional upheavals, and health. In H. Friedman and R. Silver (Eds.), Handbook of health psychology (pp. 263-284). New York: Oxford University Press.
Pennebaker, J. W., & King, L. A. (1999). Linguistic styles: Language use as an individual difference. Journal of Personality and Social Psychology, 77, 1296-1312.
Pennebaker, J. W., Booth, R. J., & Francis, M. E. (2007a). Linguistic Inquiry and Word Count (LIWC2007). Dallas, TX: Southern Methodist University.
Pennebaker, J. W., Booth, R. J., & Francis, M. E. (2007b). Operator’s manual: Linguistic inquiry and word count: LIWC2007. Austin, Texas: LIWC. net http://homepage/. psy. utexas. edu/HomePage/Faculty/Pennebaker/Reprints/LIWC2007_OperatorManual. Pdf (accessed 1 October 2013).
Pennebaker, J. W., Colder, M., & Sharp, L. K. (1990). Accelerating the coping process. Journal of personality and social psychology, 58(3), 528.
Pennebaker, J. W., Francis, M. E., & Booth, R. J. (2001). Linguistic inquiry and word count: LIWC 2001. Mahway: Lawrence Erlbaum Associates, 71, 2001.
Pennebaker, J. W., Kiecolt-Glaser, J. K., & Glaser, R. (1988). Disclosure of traumas and immune function: Health implications for psychotherapy. Journal of consulting and clinical psychology, 56(2), 239.
Pennebaker, J. W., Mayne, T. J., & Francis, M. E. (1997). Linguistic predictors of adaptive bereavement.Journal of Personality and Social Psychology, 72(4), 863-871.
Pennebaker, J. W., Mehl, M. R., & Niederhoffer, K. G. (2003). Psychological aspects of natural language use: Our words, our selves. Annual Review of Psychology, 54, 547-577.
Peters, R. S. (1970). The education of emotions. In M. B. Arnold (Ed.), Feelings and emotions (pp. 187-203). New York: Academia Press.
Piko, B. F., & Fitzpatrick, K. M. (2003). Depressive symptomatology among Hungarian youth: A risk and protective factors approach. American Journal of Orthopsychiatry, 73(1), 44-54.
Plutchik, R. (1982). A psychoevolutionary theory of emotions. Social Science Information, 21, 529-553.
Pressman, S. D., & Cohen, S. (2005). Does positive affect influence health? Psychological bulletin, 131(6), 925.
Ramírez-Esparza, N., & Pennebaker, J. W. (2006). Do good stories produce good health?: Exploring words, language, and culture. Narrative Inquiry, 16(1), 211-219.
Rich, J. M. (1980). Moral Education and the Emotions. Journal of Moral Education, 9(2), 81-87.
Rosenberg, M. (1965). Society and the adolescent self-image. Princeton, NJ: Princeton University Press.
Rude, S., Gortner, E.-M., & Pennebaker, J. (2004). Language use of depressed and depression-vulnerable college students. Cognition & Emotion, 18, 1121-1133.
Rudolph, U., & Tscharaktschiew, N. (2014). An Attributional Analysis of Moral Emotions: Naïve Scientists and Everyday Judges. Emotion Review, 6(4), 344-352.
Rudolph, U., Schulz, K., & Tscharaktschiew, N. (2013). Moral Emotions: An Analysis Guided by Heiderʹs Naive Action Analysis. International Journal of Advances in Psychology, 2(2), 69-92.
Russell, J. A., & Pratt, G. (1980). A description of the affective quality attributed to environments. Journal of personality and social psychology, 38(2), 311.
Schachter, S. (1959). The psychology of affiliation. Stanford: Stanford University Press.
Schwarz, N., & Clore, G. L. (2003). Mood as information: 20 years later. Psychological Inquiry, 14(3-4), 296-303.
Seligman, M. E. (2008). Positive health. Applied Psychology, 57(s1), 3-18.
Shaver, P., Schwartz, J., Kirson, D., & O'connor, C. (1987). Emotion knowledge: Further exploration of a prototype approach. Journal of personality and social psychology, 52(6), 1061.
Skinner, B. F. (1953). Science and human behavior. New York: Macmillan.
Spence, D. P., & Owens, K. C. (1990). Lexical co-occurrence and association strength. Journal of Psycholinguistic Research, 19(5), 317-330.
Stadthagen-Gonzalez, H., Imbault, C., Sánchez, M. A. P., & Brysbaert, M. (2017). Norms of valence and arousal for 14,031 Spanish words. Behavior research methods, 49(1), 111-123.
St-Hilaire, A., Cohen, A.S., Docherty, N.M. (2008). Emotion word use in the conversational speech of schizophrenia patients. Cognitive Neuropsychiatry, 13, 343-56.
Stirman, S. W., & Pennebaker, J. W. (2001). Word use in the poetry of suicidal and nonsuicidal poets. Psychosomatic medicine, 63(4), 517-522.
Sullivan, D., (2001), Document Warehousing and text mining. Techniques for improving business operations, Marketing and sales. New York: Wiley.
Tausczik, Y. R., & Pennebaker, J. W. (2010). The psychological meaning of words: LIWC and computerized text analysis methods. Journal of Language and Social Psychology, 29(1), 24-54.
Thayer, R. E. (1986). Activation-Deactivation Adjective Check List: Current Overview and Structural Analysis. Psychological Reports, 58(2), 607-614.
Tyler, S. W., Hertel, P. T., McCallum, M. C., & Ellis, H. C. (1979). Cognitive effort and memory. Journal of Experimental Psychology: Human Learning and Memory, 5(6), 607.
Waggoner, J. E., & Palermo, D. S. (1989). Betty is a bouncing bubble: Children's comprehension of emotion-descriptive metaphors. Developmental psychology, 25(1), 152.
Warner, L. J., Lumley, M. A., Casey, R. J., Pierantoni, W., Salazar, R., Zoratti, E. M., Enberg, R., & Simon, M. R. (2006). Health effects of written emotional disclosure in adolescents with asthma: A randomized, controlled trial. Journal of Pediatric Psychology, 31(6), 557-568.
Warriner, A. B., Kuperman, V., & Brysbaert, M. (2013). Norms of valence, arousal, and dominance for 13,915 English lemmas. Behav Res Methods, 45(4), 1191-1207.
Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: the PANAS scales. Journal of personality and social psychology, 54(6), 1063.
Wilson, T., Lindsey, S., & Schooler, T. Y. (2000). A model of dual attitudes. Psychological Review, 107, 101-126.
Wu, C. H., & Yao, G. (2006). Analysis of factorial invariance across gender in the Taiwan version of the Satisfaction with Life Scale. Personality and Individual Differences, 40(6), 1259-1268.
Yao, Z., Wu, J., Zhang, Y., & Wang, Z. (2017). Norms of valence, arousal, concreteness, familiarity, imageability, and context availability for 1,100 Chinese words. Behavior research methods, 49(4), 1374-1385.