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Published on: March 8, 2019
Changes in self and object representations following psychotherapy measured by a theory-free, computational, semantic
David Arvidsson1, Sverker Sikström, Andrzej Werbart
1Lund University, Department of Psychology, Cognitive Unit, Sweden.
Summary
Long-term psychodynamic psychotherapy significantly altered how young adults describe themselves and their parents. This computational analysis shows lasting changes in cognitive schemas following therapy.
Area of Science:
- Psychology
- Computational Linguistics
- Psychotherapy Research
Background:
- Assessing the impact of long-term psychodynamic psychotherapy on cognitive and affective schemas is crucial.
- Previous methods may lack objectivity or computational rigor in evaluating therapeutic change.
- Understanding changes in self and parent representations offers insight into therapeutic outcomes.
Purpose of the Study:
- To introduce a theory-neutral, computational method for quantifying semantic changes in object representations.
- To investigate alterations in the semantic content of self and parent descriptions after long-term psychodynamic psychotherapy.
- To compare these changes in a clinical group with an age-matched non-clinical sample.
Main Methods:
- Utilized Latent Semantic Analysis (LSA) to construct a semantic space from verbatim transcripts.
- Quantified descriptions of the self and parents from young adults undergoing psychotherapy and a control group.
- Analyzed data at three time points: baseline and two follow-ups.
Main Results:
- The psychotherapy group exhibited significant changes in all representations from baseline to follow-up.
- No comparable semantic changes were observed in the non-clinical comparison group.
- The findings indicate sustained shifts in affective-cognitive schemas of self and others.
Conclusions:
- The developed semantic space method effectively detects changes resulting from long-term psychodynamic psychotherapy.
- Long-term psychodynamic psychotherapy is associated with sustained modifications in core cognitive-affective schemas.
- This data-driven approach supports the efficacy of psychodynamic therapy in fostering significant personal change.
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