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Articles

Text analysis approach to measuring text social information in children’s picture books

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References

  • American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). American Psychiatric Publishing.
  • Anderson, B. (2018). An inconvenient alphabet: Ben Franklin & Noah webster’s spelling revolution. Simon & Schuster/Paula Wiseman Books.
  • Atkinson, L., Slade, L., Powell, D., & Levy, J. (2017). Theory of mind in emerging reading comprehension: A longitudinal study of early indirect and direct effects. Journal of Experimental Child Psychology, 164, 225–238. https://doi.org/10.1016/j.jecp.2017.04.007
  • Barnes, J. (2012). Fiction, imagination, and social cognition: Insights from autism. Poetics, 40(4), 299–316. https://doi.org/10.1016/j.poetic.2012.05.001
  • Baron-Cohen, S., Wheelwright, S., Hill, J., Raste, Y., & Plumb, I. (2001). The “Reading the mind in the eyes” Test revised version: A study with normal adults, and adults with asperger syndrome or high-functioning autism. Journal of Child Psychology and Psychiatry, 42(2), 241–251. https://doi.org/10.1111/1469-7610.00715
  • Bartsch, K., & Wellman, H. M. (1995). Children talk about the mind. Oxford University Press.
  • Beaudoin, C., Leblanc, É., Gagner, C., & Beauchamp, M. H. (2020). Systematic review and inventory of theory of mind measures for young children. Frontiers in Psychology, 10, 2905. https://doi.org/10.3389/fpsyg.2019.02905
  • Best, R., Floyd, R., & McNamara, D. (2008). Differential competencies contributing to children’s comprehension of narrative and expository texts. Reading Psychology, 29(2), 137–164. https://doi.org/10.1080/02702710801963951
  • Bodner, K., Engelhardt, C., Minshew, N., & Williams, D. (2015). Making inferences: Comprehension of physical causality, intentionality, and emotions in discourse by high-functioning older children, adolescents, and adults with autism. Journal of Autism and Developmental Disorders, 45(9), 2721–2733. https://doi.org/10.1007/s10803-015-2436-3
  • Bohn-Gettler, C. M. (2019). Getting a grip: The PET framework for studying how reader emotions influence comprehension. Discourse Processes, 56(5–6), 386–401. https://doi.org/10.1080/0163853X.2019.1611174
  • Bottema-Beutel, K., Kapp, S. K., Lester, J. N., Sasson, N. J., & Hand, B. N. (2021). Avoiding Ableist Language: Suggestions for autism researchers. Autism in Adulthood, 3(1), 18–29. https://doi.org/10.1089/aut.2020.0014
  • Boyd, R. L., Ashokkummar, A., Seraj, S., & Pennebaker, J. W. (2022). The development and psychometric properties of LIWC-22 [Computer software]. The University of Texas at Austin. https://www.liwc.app
  • Bretherton, I., & Beeghly, M. (1982). Talking about internal states: The acquisition of an explicit theory of mind. Developmental Psychology, 18(6), 906–921. https://doi.org/10.1037/0012-1649.18.6.906
  • Cassidy, K. W., Ball, L. V., Rourke, M. T., Werner, R. S., Feeny, N., Chu, J. Y., Lutz, D. J., & Perkins, A. (1998). Theory of mind concepts in children’s literature. Applied Psycholinguistics, 19(3), 463–470. https://doi.org/10.1017/S0142716400010274
  • Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences. Routledge Academic.
  • Collins, A. A., Compton, D. L., Lindström, E. R., & Gilbert, J. K. (2020). Performance variations across reading comprehension assessments: Examining the unique contributions of text, activity, and reader. Reading and Writing, 33(3), 605–634. https://doi.org/10.1007/s11145-019-09972-5
  • Crossley, S. A., Kyle, K., & McNamara, D. S. (2017). Sentiment Analysis and Social Cognition Engine (SEANCE): An automatic tool for sentiment, social cognition, and social-order analysis. Behavior Research Methods, 49(3), 803–821. https://doi.org/10.3758/s13428-016-0743-z
  • Davidson, M. M. (2021). Reading comprehension in school-age children with autism spectrum disorder: Examining the many components that may contribute. Language, Speech, and Hearing Services in Schools, 52(1), 181–196. https://doi.org/10.1044/2020_LSHSS-20-00010
  • Davidson, M. M. (2023, September 7). Children’s Books’ Text Social Information. osf.io/n5yr7
  • Diakidoy, I.-A. N., Stylianou, P., Karefillidou, C., & Papageorgiou, P. (2005). The relationship between listening and reading comprehension of different types of text at increasing grade levels. Reading Psychology, 26(1), 55–80. https://doi.org/10.1080/02702710590910584
  • Dore, R. A., Amendum, S. J., Golinkoff, R. M., & Hirsh-Pasek, K. (2018). Theory of mind: A hidden factor in reading comprehension? Educational Psychology Review, 30(3), 1067–1089. https://doi.org/10.1007/s10648-018-9443-9
  • Dunn, J., Bretherton, I., & Munn, P. (1987). Conversations about feeling states between mothers and their young children. Developmental Psychology, 23(1), 132–139. https://doi.org/10.1037/0012-1649.23.1.132
  • Dyer, J., Shatz, M., & Wellman, H. (2000). Young children’s storybooks as a source of mental state information. Cognitive Development, 15(1), 17–37. https://doi.org/10.1016/S0885-2014(00)00017-4
  • Eason, S., Goldberg, L., Young, K., Geist, M., & Cutting, L. (2012). Reader-text interactions: How differential text and question types influence cognitive skills needed for reading comprehension. Journal of Educational Psychology, 104(3), 515–528. https://doi.org/10.1037/a0027182
  • Field, A., Miles, J., & Field, Z. (2012). Discovering Statistics Using R. SAGE Publications, Ltd.
  • Graesser, A., & McNamara, D. (2011). Computational analyses of multilevel discourse comprehension. Topics in Cognitive Science, 3(2), 371–398. https://doi.org/10.1111/j.1756-8765.2010.01081.x
  • Graesser, A., McNamara, D. S., & Kulikowich, J. M. (2011). Coh-Metrix: Providing multilevel analyses of text characteristics. Educational Researcher, 40(5), 223–234. https://doi.org/10.3102/0013189X11413260
  • Guajardo, N., & Cartwright, K. (2016). The contribution of theory of mind, counterfactual reasoning, and executive function to pre-readers’ language comprehension and later reading awareness and comprehension in elementary school. Journal of Experimental Child Psychology, 144, 27–45. https://doi.org/10.1016/j.jecp.2015.11.004
  • Happé, F. (1994). An advanced test of theory of mind: Understanding of story characters’ thoughts and feelings by able autistic, mentally handicapped, and normal children and adults. Journal of Autism and Developmental Disorders, 24(2), 129–154. https://doi.org/10.1007/BF02172093
  • Happé, F., Cook, J., & Bird, G. (2017). The structure of social cognition: In(ter)dependence of sociocognitive processes. Annual Review of Psychology, 68(1), 243–267. https://doi.org/10.1146/annurev-psych-010416-044046
  • Izaryk, K., & Skarakis-Doyle, E. (2017). Using the delphi technique to explore complex concepts in speech-language pathology: An illustrative example from children’s social communication. American Journal of Speech-Language Pathology, 26(4), 1225–1235. https://doi.org/10.1044/2017_AJSLP-16-0046
  • Jacobs, A. M., Herrmann, B., Lauer, G., Lüdtke, J., & Schroeder, S. (2020). Sentiment analysis of children and youth literature: Is there a Pollyanna effect? Frontiers in Psychology, 11, 574746. https://doi.org/10.3389/fpsyg.2020.574746
  • Jolliffe, I. T. (1972). Discarding variables in principal component analysis, I: Artificial data. Applied Statistics, 21(2), 160–173. https://doi.org/10.2307/2346488
  • Jones, C., Happé, F., Golden, H., Marsden, A., Tregay, J., Simonoff, E., Pickles, A., Baird, G., & Charman, T. (2009). Reading and arithmetic in adolescents with autism spectrum disorders: Peaks and dips in attainment. Neuropsychology, 23(6), 718–728. https://doi.org/10.1037/a0016360
  • Kacewicz, E., Pennebaker, J. W., Davis, M., Jeon, M., & Graesser, A. C. (2014). Pronoun Use Reflects Standings in Social Hierarchies. Journal of Language and Social Psychology, 33(2), 125–143. https://doi.org/10.1177/0261927X13502654
  • Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39(1), 31–36. https://doi.org/10.1007/BF02291575
  • Kenny, L., Hattersley, C., Molins, B., Buckley, C., Povey, C., & Pellicano, E. (2016). Which terms should be used to describe autism? Perspectives from the UK autism community. Autism, 20(4), 442–462. https://doi.org/10.1177/1362361315588200
  • Kim, Y.-S. (2015). Language and cognitive predictors of text comprehension: Evidence from multivariate analysis. Child Development, 86(1), 128–144. https://doi.org/10.1111/cdev.12293
  • Kim, Y.-S. (2016). Direct and mediated effects of language and cognitive skills on comprehension of oral narrative texts (listening comprehension) for children. Journal of Experimental Child Psychology, 141, 101–120. https://doi.org/10.1016/j.jecp.2015.08.003
  • Kim, Y.-S. (2017). Why the simple view of reading is not simplistic: Unpacking component skills of reading using a Direct and Indirect Effect Model of Reading (DIER). Scientific Studies of Reading, 21(4), 310–333. https://doi.org/10.1080/10888438.2017.1291643
  • Kim, Y.-S. (2020a). Hierarchical and dynamic relations of language and cognitive skills to reading comprehension: Testing the direct and indirect effects model of reading (DIER). Journal of Educational Psychology, 112(4), 667–684. https://doi.org/10.1037/edu0000407
  • Kim, Y.-S. (2020b). Toward integrative reading science: The direct and indirect effects model of reading. Journal of Learning Disabilities, 53(6), 469–491. https://doi.org/10.1177/0022219420908239
  • Kim, Y.-S., & Petscher, Y. (2021). Influences of individual, text, and assessment factors on text/discourse comprehension in oral language (listening comprehension). Annals of Dyslexia, 71(2), 218–237. https://doi.org/10.1007/s11881-020-00208-8
  • Kim, Y.-S., & Phillips, B. (2014). Cognitive correlates of listening comprehension. Reading Research Quarterly, 49(3), 269–281. https://doi.org/10.1002/rrq.74
  • Kraal, A., Koornneef, A. W., Saab, N., & van den Broek, P. W. (2018). Processing of expository and narrative texts by low- and high-comprehending children. Reading and Writing, 31(9), 2017–2040. https://doi.org/10.1007/s11145-017-9789-2
  • Kulesz, P. A., Francis, D. J., Barnes, M. A., & Fletcher, J. M. (2016). The influence of properties of the test and their interactions with reader characteristics on reading comprehension: An explanatory item response study. Journal of Educational Psychology, 108(8), 1078–1097. https://doi.org/10.1037/edu0000126
  • Mar, R. (2018). Evaluating whether stories can promote social cognition: Introducing the Social Processes and Content Entrained by Narrative (SPaCEN) framework. Discourse Processes, 55(5–6), 454–479. https://doi.org/10.1080/0163853X.2018.1448209
  • Mar, R., & Oatley, K. (2008). The function of fiction is the abstraction and simulation of social experience. Perspectives on Psychological Science, 3(3), 173–192. https://doi.org/10.1111/j.1745-6924.2008.00073.x
  • McIntyre, N., Oswald, T. M., Solari, E. J., Zajic, M. C., Lerro, L. E., Hughes, C., Devine, R. T., & Mundy, P. C. (2018). Social cognition and reading comprehension in children and adolescents with autism spectrum disorders or typical development. Research in Autism Spectrum Disorders, 54(October), 9–20. https://doi.org/10.1016/j.rasd.2018.06.004
  • McNamara, D., Graesser, A., & Louwerse, M. (2012). Sources of text difficulty: Across genres and grades. In Measuring Up: Advances in how we assess reading ability (pp. 89–119). Rowman & Littlefield Education.
  • McNamara, D., Graesser, A., McCarthy, P., & Cai, Z. (2014). Automated Evaluation of Text and Discourse with Coh-Metrix. Cambridge University Press.
  • Mohammad, S. M. (2016). Sentiment analysis: Detecting valence, emotions, and other affectual states from text. In H. L. Meiselman (Ed.), Emotion Measurement (pp. 201–237). Woodhead Publishing. https://doi.org/10.1016/B978-0-08-100508-8.00009-6
  • Mohammad, S. M., & Turney, P. D. (2013). Crowdsourcing a word-emotion association lexicon. Computational Intelligence, 29(3), 436–465. arXiv:1308.6297 [Cs]. https://doi.org/10.1111/j.1467-8640.2012.00460.x
  • Norbury, C. (2014). Practitioner review: Social (pragmatic) communication disorder conceptualization, evidence and clinical implications. Journal of Child Psychology and Psychiatry, 55(3), 204–216. https://doi.org/10.1111/jcpp.12154
  • Oatley, K. (2016). Fiction: Simulation of social worlds. Trends in Cognitive Sciences, 20(8), 618–628. https://doi.org/10.1016/j.tics.2016.06.002
  • Pavias, M., van den Broek, P., Hickendorff, M., Beker, K., & Van Leijenhorst, L. (2016). Effects of social-cognitive processing demands and structural importance on narrative recall: Differences between children, adolescents, and adults. Discourse Processes, 53(5–6), 488–512. https://doi.org/10.1080/0163853X.2016.1171070
  • 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(1), 547–577. https://doi.org/10.1146/annurev.psych.54.101601.145041
  • Pulver, R. (2012). Happy endings: A story about suffixes. Holiday House.
  • R Core Team. (2021). R: A language and environment for statistical ## computing. [Computer software]. R Foundation for Statistical Computing. https://www.R-project.org/
  • Ricketts, J., Jones, C., Happé, F., & Charman, T. (2013). Reading comprehension in autism spectrum disorders: The role of oral language and social functioning. Journal of Autism and Developmental Disorders, 43(4), 807–816. https://doi.org/10.1007/s10803-012-1619-4
  • Roberts, L. (2017). Little Red. Pavillion Children’s.
  • Ruffman, T., Slade, L., & Crowe, E. (2002). The relation between children’s and mothers’ mental state language and theory-of-mind understanding. Child Development, 73(3), 734–751. https://doi.org/10.1111/1467-8624.00435
  • Schwanenflugel, P. J., Fabricus, W. V., Noyes, C. R., Bigler, K. D., & Alexander, J. M. (1994). The organization of mental verbs and folk theories of knowing. Journal of Memory and Language, 33(3), 376–395. https://doi.org/10.1006/jmla.1994.1018
  • Shatz, M., Wellman, H. M., & Silber, S. (1983). The acquisition of mental verbs: A systematic investigation of the first reference to mental state. Cognition, 14(3), 301–321. https://doi.org/10.1016/0010-0277(83)90008-2
  • Silge, J., & Robinson, D. (2017). Text Mining with R: A Tidy Approach. O’Reilly Media. https://www.tidytextmining.com/
  • Snow, C. E. (2002). Reading for understanding: Toward an R&D program in reading comprehension. RAND.
  • Stein, N. L. (1982). The definition of a story. Journal of Pragmatics, 6(5–6), 487–507. https://doi.org/10.1016/0378-2166(82)90022-4
  • Strasser, K., & Del Río, F. (2014). The role of comprehension monitoring, theory of mind, and vocabulary depth in predicting story comprehension and recall of kindergarten children. Reading Research Quarterly, 49(2), 169–187. https://doi.org/10.1002/rrq.68
  • Stronach, S. T., & Turkstra, L. S. (2008). Theory of mind and use of cognitive state terms by adolescents with traumatic brain injury. Aphasiology, 22(10), 1054–1070. https://doi.org/10.1080/02687030701632187
  • 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. https://doi.org/10.1177/0261927X09351676
  • Triantafyllopoulos, M., Li, B., Schnabel, M., & Breithaupt, F. (2021). The effect of fiction vs nonfiction in the digital era: Text comprehension not influenced by genre expectations. Discourse Processes, 58(10), 886–902. https://doi.org/10.1080/0163853X.2021.1992234
  • Turner, A. (2015). My Name is Truth: The Life of Sojourner Truth. Harper Collins Publishers.
  • Weaver, C. A., III, & Kintsch, W. (1996). Expository Text. In R. Barr, M. L. Kamil, P. Mosenthal, & P. D. Pearson (Eds.), Handbook of Reading Research (Vol. Vol. II, pp. 230–245). Routledge. https://doi.org/10.4324/9780203447772.ch10
  • Wellman, H. M., Harris, P. L., Banerjee, M., & Sinclair, A. (1995). Early understanding of emotion: Evidence from natural language. Cognition & Emotion, 9(2–3), 117–149. https://doi.org/10.1080/02699939508409005
  • Wellman, H. M., Phillips, A. T., & Rodriguez, T. (2000). Young children’s understanding of perception, desire, and emotion. Child Development, 71(4), 895–912. https://doi.org/10.1111/1467-8624.00198
  • White, S., Hill, E., Happé, F., & Frith, U. (2009). Revisiting the strange stories: Revealing mentalizing impairments in autism. Child Development, 80(4), 1097–1117. https://doi.org/10.1111/j.1467-8624.2009.01319.x

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