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Gepubliceerd in: Journal of Autism and Developmental Disorders 12/2014

01-12-2014 | Original Paper

Quantifying Narrative Ability in Autism Spectrum Disorder: A Computational Linguistic Analysis of Narrative Coherence

Auteurs: Molly Losh, Peter C. Gordon

Gepubliceerd in: Journal of Autism and Developmental Disorders | Uitgave 12/2014

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Abstract

Autism is a neurodevelopmental disorder characterized by serious difficulties with the social use of language, along with impaired social functioning and ritualistic/repetitive behaviors (American Psychiatric Association in Diagnostic and statistical manual of mental disorders: DSM-5, 5th edn. American Psychiatric Association, Arlington, 2013). While substantial heterogeneity exists in symptom expression, impairments in language discourse skills, including narrative (or storytelling), are universally observed in autism (Tager-Flusberg et al. in Handbook on autism and pervasive developmental disorders, 3rd edn. Wiley, New York, pp 335–364, 2005). This study applied a computational linguistic tool, Latent Semantic Analysis (LSA), to objectively characterize narrative performance in high-functioning individuals with autism and typically-developing controls, across two different narrative contexts that differ in the interpersonal and cognitive demands placed on the narrator. Results indicated that high-functioning individuals with autism produced narratives comparable in semantic content to those produced by controls when narrating from a picture book, but produced narratives diminished in semantic quality in a more demanding narrative recall task. This pattern is similar to that detected from analyses of hand-coded picture book narratives in prior research, and extends findings to an additional narrative context that proves particularly challenging for individuals with autism. Results are discussed in terms of the utility of LSA as a quantitative, objective, and efficient measure of narrative ability.
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Literatuur
go back to reference Almasy, L., & Blangero, J. (2001). Endophenotypes as quantitative risk factors for psychiatric disease: Rationale and study design. American Journal of Medical Genetics, 105, 42–44.PubMedCrossRef Almasy, L., & Blangero, J. (2001). Endophenotypes as quantitative risk factors for psychiatric disease: Rationale and study design. American Journal of Medical Genetics, 105, 42–44.PubMedCrossRef
go back to reference American Psychiatric Association. (1994). Diagnostic and Statistical Manual of Mental Disorders (DSM-IV) (4th ed.). Washington, DC: American Psychiatric Association. American Psychiatric Association. (1994). Diagnostic and Statistical Manual of Mental Disorders (DSM-IV) (4th ed.). Washington, DC: American Psychiatric Association.
go back to reference American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders: DSM-5 (5th ed.). Arlington, VA: American Psychiatric Association. American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders: DSM-5 (5th ed.). Arlington, VA: American Psychiatric Association.
go back to reference Asperger, H. (1991). ‘Autistic psychopathy’ in childhood (U. Frith, Trans.). In U. Frith (Ed.), Autism and Asperger syndrome. London: Cambridge University Press. Asperger, H. (1991). ‘Autistic psychopathy’ in childhood (U. Frith, Trans.). In U. Frith (Ed.), Autism and Asperger syndrome. London: Cambridge University Press.
go back to reference Black, M., Katsamanis, A., Lee, C.-C., Lammert, A. C., Baucom, B. R., Christensen, A., et al. (2010). Automatic classification of married couples’ behavior using audio features. In 11th annual conference of the International Speech Communication Association 2010 (Interspeech 2010) (Vols. 3, 4, pp. 2030–2033). Black, M., Katsamanis, A., Lee, C.-C., Lammert, A. C., Baucom, B. R., Christensen, A., et al. (2010). Automatic classification of married couples’ behavior using audio features. In 11th annual conference of the International Speech Communication Association 2010 (Interspeech 2010) (Vols. 3, 4, pp. 2030–2033).
go back to reference Bruner, J. (1986). Acutal minds, possible worlds. Cambridge, MA: Harvard University Press. Bruner, J. (1986). Acutal minds, possible worlds. Cambridge, MA: Harvard University Press.
go back to reference Bruner, J. (1990). Acts of meaning. Cambridge: Harvard University Press. Bruner, J. (1990). Acts of meaning. Cambridge: Harvard University Press.
go back to reference Bruner, J., & Feldman, C. (1993). Theories of mind and the problem of autism. In S. Baron-Cohen, H. Tager-Flusberg, & D. J. Cohen (Eds.), Understanding other minds: Perspectives from autism. New York: Oxford University Press. Bruner, J., & Feldman, C. (1993). Theories of mind and the problem of autism. In S. Baron-Cohen, H. Tager-Flusberg, & D. J. Cohen (Eds.), Understanding other minds: Perspectives from autism. New York: Oxford University Press.
go back to reference Capps, L., Kehres, J., & Sigman, M. (1998). Conversational abilities among children with autism and developmental delay. Autism, 2, 325–344.CrossRef Capps, L., Kehres, J., & Sigman, M. (1998). Conversational abilities among children with autism and developmental delay. Autism, 2, 325–344.CrossRef
go back to reference Capps, L., Losh, M., & Thurber, C. (2000). The frog ate a bug and made his mouth sad: Narrative competence in children with autism. Journal of Abnormal Child Psychology, 28, 193–204.PubMedCrossRef Capps, L., Losh, M., & Thurber, C. (2000). The frog ate a bug and made his mouth sad: Narrative competence in children with autism. Journal of Abnormal Child Psychology, 28, 193–204.PubMedCrossRef
go back to reference Dennis, M., Jacennik, B., & Barnes, M. A. (1994). The content of narrative discourse in children and adolescents after early-onset hydrocephalus and in normally developing age peers. Brain and Language, 46(1), 129–165. doi:10.1006/brln.1994.1008.PubMedCrossRef Dennis, M., Jacennik, B., & Barnes, M. A. (1994). The content of narrative discourse in children and adolescents after early-onset hydrocephalus and in normally developing age peers. Brain and Language, 46(1), 129–165. doi:10.​1006/​brln.​1994.​1008.PubMedCrossRef
go back to reference Diehl, J. J., Bennetto, L., & Young, E. C. (2006). Story recall and narrative coherence of high-functioning children with autism spectrum disorders. Journal of Abnormal Child Psychology, 34(1), 83–98.CrossRef Diehl, J. J., Bennetto, L., & Young, E. C. (2006). Story recall and narrative coherence of high-functioning children with autism spectrum disorders. Journal of Abnormal Child Psychology, 34(1), 83–98.CrossRef
go back to reference Firth, J. R. (1957). Papers in linguistics. Oxford: Oxford University Press. Firth, J. R. (1957). Papers in linguistics. Oxford: Oxford University Press.
go back to reference Foltz, P. W., Kintsch, W., & Landauer, T. K. (1998). The measurement of textual coherence with latent semantic analysis. Discourse Processes, 25, 285–307.CrossRef Foltz, P. W., Kintsch, W., & Landauer, T. K. (1998). The measurement of textual coherence with latent semantic analysis. Discourse Processes, 25, 285–307.CrossRef
go back to reference Franzke, M., Kintsch, E., Caccamise, D., Johnson, N., & Dooley, S. (2005). Summary Street®: Computer support for comprehension and writing. Journal of Educational Computing Research, 33(1), 304–316.CrossRef Franzke, M., Kintsch, E., Caccamise, D., Johnson, N., & Dooley, S. (2005). Summary Street®: Computer support for comprehension and writing. Journal of Educational Computing Research, 33(1), 304–316.CrossRef
go back to reference Gallese, V., & Goldman, A. (1999). Mirror neurons and the simulation theory of mind-reading. Trends in Cognitive Science, 2, 493–500.CrossRef Gallese, V., & Goldman, A. (1999). Mirror neurons and the simulation theory of mind-reading. Trends in Cognitive Science, 2, 493–500.CrossRef
go back to reference Georgiou, P. G., Black, M. P., & Narayanan, S. S. (2011). Behavioral signal processing for understanding (distressed) dyadic interactions: Some recent developments. Paper presented at the third international workshop on social signal processing (SSPW’11), ACM Multimedia’11, Scottsdale, AZ. Georgiou, P. G., Black, M. P., & Narayanan, S. S. (2011). Behavioral signal processing for understanding (distressed) dyadic interactions: Some recent developments. Paper presented at the third international workshop on social signal processing (SSPW’11), ACM Multimedia’11, Scottsdale, AZ.
go back to reference Goldman, S. (2008). Brief report: Narratives of personal events in children with autism and developmental language disorders: Unshared memories. Journal of Autism and Developmental Disorders, 38(10), 1982–1988. doi:10.1007/s10803-008-0588-0.PubMedCrossRef Goldman, S. (2008). Brief report: Narratives of personal events in children with autism and developmental language disorders: Unshared memories. Journal of Autism and Developmental Disorders, 38(10), 1982–1988. doi:10.​1007/​s10803-008-0588-0.PubMedCrossRef
go back to reference Gottesman, I. I., & Gould, T. D. (2003). The endophenotype concept in psychiatry: Etymology and strategic intentions. American Journal of Psychiatry, 160(4), 636–645.PubMedCrossRef Gottesman, I. I., & Gould, T. D. (2003). The endophenotype concept in psychiatry: Etymology and strategic intentions. American Journal of Psychiatry, 160(4), 636–645.PubMedCrossRef
go back to reference Grandin, T. (1995). Thinking in pictures. New York: Doubleday. Grandin, T. (1995). Thinking in pictures. New York: Doubleday.
go back to reference Jurgens, D., & Stevens, K. (2010). The S-Space package: An open source package for word space models. Paper presented at the proceedings of the ACL 2010 systems demonstrations, Uppsala, Sweden. Jurgens, D., & Stevens, K. (2010). The S-Space package: An open source package for word space models. Paper presented at the proceedings of the ACL 2010 systems demonstrations, Uppsala, Sweden.
go back to reference Kanner, L. (1943). Autistic disturbances of affective contact. The Nervous Child, 2, 217–250. Kanner, L. (1943). Autistic disturbances of affective contact. The Nervous Child, 2, 217–250.
go back to reference Kintsch, W. (2002). The potential of latent semantic analysis for machine grading of clinical case summaries. Journal Biomedical Informatics, 35(1), 3–7.CrossRef Kintsch, W. (2002). The potential of latent semantic analysis for machine grading of clinical case summaries. Journal Biomedical Informatics, 35(1), 3–7.CrossRef
go back to reference Landauer, T. K., & Dumais, S. T. (1997). A solution to Plato’s problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge. Psychological Review, 104(2), 211–240.CrossRef Landauer, T. K., & Dumais, S. T. (1997). A solution to Plato’s problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge. Psychological Review, 104(2), 211–240.CrossRef
go back to reference Landauer, T. K., McNamara, D. S., Dennis, S., & Kintsch, W. (Eds.). (2007). Handbook of latent semantic analysis. Mahwah, NJ: Lawrence Erlbaum. Landauer, T. K., McNamara, D. S., Dennis, S., & Kintsch, W. (Eds.). (2007). Handbook of latent semantic analysis. Mahwah, NJ: Lawrence Erlbaum.
go back to reference Ledoux, K., Camblin, C. C., Swaab, T. Y., & Gordon, P. C. (2006). Reading words in discourse: The modulation of lexical priming effects by message-level context. Behavioral and Cognitive Neuroscience Reviews, 5, 107–127.PubMedCentralPubMedCrossRef Ledoux, K., Camblin, C. C., Swaab, T. Y., & Gordon, P. C. (2006). Reading words in discourse: The modulation of lexical priming effects by message-level context. Behavioral and Cognitive Neuroscience Reviews, 5, 107–127.PubMedCentralPubMedCrossRef
go back to reference Lord, C., Risi, S., Lambrecht, L., Cook, E. H., Leventhal, B. L., DiLavore, P., et al. (2000). The Autism Diagnostic Observation Schedule-Generic: A standard measure of social and communication deficits associated with the spectrum of autism. Journal of Autism and Developmental Disorders, 30, 205–223.PubMedCrossRef Lord, C., Risi, S., Lambrecht, L., Cook, E. H., Leventhal, B. L., DiLavore, P., et al. (2000). The Autism Diagnostic Observation Schedule-Generic: A standard measure of social and communication deficits associated with the spectrum of autism. Journal of Autism and Developmental Disorders, 30, 205–223.PubMedCrossRef
go back to reference Lord, C., Rutter, M., & Le Couteur, A. (1994). Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. Journal of Autism and Developmental Disorders, 24(5), 659–685.PubMedCrossRef Lord, C., Rutter, M., & Le Couteur, A. (1994). Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. Journal of Autism and Developmental Disorders, 24(5), 659–685.PubMedCrossRef
go back to reference Losh, M., & Capps, L. (2003). Narrative ability in high-functioning children with autism or Asperger’s syndrome. Journal of Autism and Developmental Disorders, 33(3), 239–251.PubMedCrossRef Losh, M., & Capps, L. (2003). Narrative ability in high-functioning children with autism or Asperger’s syndrome. Journal of Autism and Developmental Disorders, 33(3), 239–251.PubMedCrossRef
go back to reference Losh, M., & Capps, L. (2006). Understanding of emotional experience in autism: Insights from the personal accounts of high-functioning children with autism. Developmental Psychology, 42(5), 809–818.PubMedCrossRef Losh, M., & Capps, L. (2006). Understanding of emotional experience in autism: Insights from the personal accounts of high-functioning children with autism. Developmental Psychology, 42(5), 809–818.PubMedCrossRef
go back to reference Loveland, K. A., McEvoy, R. E., & Tunali, B. (1990). Narrative story telling in autism and Down’s syndrome. British Journal of Developmental Psychology, 8, 9–23.CrossRef Loveland, K. A., McEvoy, R. E., & Tunali, B. (1990). Narrative story telling in autism and Down’s syndrome. British Journal of Developmental Psychology, 8, 9–23.CrossRef
go back to reference Loveland, K. A., & Tunali, B. (1993). Narrative language in autism and the theory of mind hypothesis: A wider perspective. In S. Baron-Cohen, H. Tager-Flusberg, & D. J. Cohen (Eds.), Understanding other minds: Perspectives from autism. Oxford: Oxford University Press. Loveland, K. A., & Tunali, B. (1993). Narrative language in autism and the theory of mind hypothesis: A wider perspective. In S. Baron-Cohen, H. Tager-Flusberg, & D. J. Cohen (Eds.), Understanding other minds: Perspectives from autism. Oxford: Oxford University Press.
go back to reference MacWhinney, B. (2007). The TalkBank Project. In J. C. Beal, K. P. Corrigan, & H. L. Moisl (Eds.), Creating and digitizing language corpora: Synchronic databases (Vol. 1). Houndmills: Palgrave-Macmillan. MacWhinney, B. (2007). The TalkBank Project. In J. C. Beal, K. P. Corrigan, & H. L. Moisl (Eds.), Creating and digitizing language corpora: Synchronic databases (Vol. 1). Houndmills: Palgrave-Macmillan.
go back to reference Mayer, M. (1969). Frog, where are you?. New York: Dial Press. Mayer, M. (1969). Frog, where are you?. New York: Dial Press.
go back to reference Metallinou, A., Lee, S., Narayanan, S., & IEEE. (2010, March 14–19). Decision level combination of multiple modalities for recognition and analysis of emotional expression. Paper presented at the 2010 IEEE international conference on acoustics, speech, and signal processing, Dallas, TX. Metallinou, A., Lee, S., Narayanan, S., & IEEE. (2010, March 14–19). Decision level combination of multiple modalities for recognition and analysis of emotional expression. Paper presented at the 2010 IEEE international conference on acoustics, speech, and signal processing, Dallas, TX.
go back to reference Opie, I. A., & Opie, P. (1974). The classic fairy tales. London: Oxford University Press. Opie, I. A., & Opie, P. (1974). The classic fairy tales. London: Oxford University Press.
go back to reference Paul, R., Orlovski, S. M., Marcinko, H. C., & Volkmar, F. (2009). Conversational behaviors in youth with high-functioning ASD and asperger syndrome. Journal of Autism and Developmental Disorders, 39, 115–125.PubMedCentralPubMedCrossRef Paul, R., Orlovski, S. M., Marcinko, H. C., & Volkmar, F. (2009). Conversational behaviors in youth with high-functioning ASD and asperger syndrome. Journal of Autism and Developmental Disorders, 39, 115–125.PubMedCentralPubMedCrossRef
go back to reference Simmons, R., Gordon, P. C., & Chambless, D. (2005). Pronoun use in marital interaction: What do “you” and “I” say about marital health? Psychological Science, 16, 932–936.PubMedCrossRef Simmons, R., Gordon, P. C., & Chambless, D. (2005). Pronoun use in marital interaction: What do “you” and “I” say about marital health? Psychological Science, 16, 932–936.PubMedCrossRef
go back to reference Sykes, N. H., & Lamb, J. A. (2007). Autism: The quest for the genes. Expert Reviews in Molecular Medicine, 9(24), 1–15.PubMedCrossRef Sykes, N. H., & Lamb, J. A. (2007). Autism: The quest for the genes. Expert Reviews in Molecular Medicine, 9(24), 1–15.PubMedCrossRef
go back to reference Tager-Flusberg, H. (2000). Understanding the language and communicative impairments in autism. International Review of Research in Mental Retardation, 23, 185–205.CrossRef Tager-Flusberg, H. (2000). Understanding the language and communicative impairments in autism. International Review of Research in Mental Retardation, 23, 185–205.CrossRef
go back to reference Tager-Flusberg, H. (2005). Designing studies to investigate the relationships between genes, environments, and developmental language disorders. Applied Psycholinguistics, 26, 29–39.CrossRef Tager-Flusberg, H. (2005). Designing studies to investigate the relationships between genes, environments, and developmental language disorders. Applied Psycholinguistics, 26, 29–39.CrossRef
go back to reference Tager-Flusberg, H., & Anderson, M. (1991). The development of contingent discourse ability in autistic children. Journal of Child Psychology and Psychiatry, 32, 1123–1134.PubMedCrossRef Tager-Flusberg, H., & Anderson, M. (1991). The development of contingent discourse ability in autistic children. Journal of Child Psychology and Psychiatry, 32, 1123–1134.PubMedCrossRef
go back to reference Tager-Flusberg, H., Paul, R., & Lord, C. (2005). Language and communication in autism. In F. Volkmar, R. Paul, & A. Klin (Eds.), Handbook on autism and pervasive developmental disorders (3rd ed., pp. 335–364). New York: Wiley. Tager-Flusberg, H., Paul, R., & Lord, C. (2005). Language and communication in autism. In F. Volkmar, R. Paul, & A. Klin (Eds.), Handbook on autism and pervasive developmental disorders (3rd ed., pp. 335–364). New York: Wiley.
go back to reference Tager-Flusberg, H., & Sullivan, K. (1995). Attributing mental states to story characters: A comparison of narratives produced by autistic and mentally retarded individuals. Applied Psycholinguistics, 16(3), 241–256.CrossRef Tager-Flusberg, H., & Sullivan, K. (1995). Attributing mental states to story characters: A comparison of narratives produced by autistic and mentally retarded individuals. Applied Psycholinguistics, 16(3), 241–256.CrossRef
go back to reference Turney, P. D., & Pantel, P. (2010). From frequency to meaning: Vector space models of semantics. Journal of Artificial Intelligence Research, 37, 141–188. Turney, P. D., & Pantel, P. (2010). From frequency to meaning: Vector space models of semantics. Journal of Artificial Intelligence Research, 37, 141–188.
go back to reference Volden, J., Coolican, J., Garon, N., White, J., & Bryson, S. (2009). Brief report: Pragmatic language in autism spectrum disorder: Relationships to measures of ability and disability. Journal of Autism and Developmental Disorders, 39(2), 388–393. doi:10.1007/s10803-008-0618-y.PubMedCrossRef Volden, J., Coolican, J., Garon, N., White, J., & Bryson, S. (2009). Brief report: Pragmatic language in autism spectrum disorder: Relationships to measures of ability and disability. Journal of Autism and Developmental Disorders, 39(2), 388–393. doi:10.​1007/​s10803-008-0618-y.PubMedCrossRef
go back to reference Wechsler, D. (2003). Manual for the Wechsler Intelligence Scale for Children—Fourth edition. San Antonio: The Psychological Corporation. Wechsler, D. (2003). Manual for the Wechsler Intelligence Scale for Children—Fourth edition. San Antonio: The Psychological Corporation.
go back to reference Williams, J. (1978). The practical princess and other liberating fairy tales. New York: Parents’ Magazine Press. Williams, J. (1978). The practical princess and other liberating fairy tales. New York: Parents’ Magazine Press.
Metagegevens
Titel
Quantifying Narrative Ability in Autism Spectrum Disorder: A Computational Linguistic Analysis of Narrative Coherence
Auteurs
Molly Losh
Peter C. Gordon
Publicatiedatum
01-12-2014
Uitgeverij
Springer US
Gepubliceerd in
Journal of Autism and Developmental Disorders / Uitgave 12/2014
Print ISSN: 0162-3257
Elektronisch ISSN: 1573-3432
DOI
https://doi.org/10.1007/s10803-014-2158-y

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