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Randomized Trial on the Effects of a Group EMDR Intervention on Narrative Complexity and Specificity of Autobiographical Memories: A Path Analytic and Supervised Machine-Learning Study

Author

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  • Andrea Poli

    (Department of Clinical and Experimental Medicine, University of Pisa, 56126 Pisa, Italy)

  • Angelo Gemignani

    (Department of Surgical, Medical and Molecular Pathology and of Critical Care Medicine, University of Pisa, 56126 Pisa, Italy)

  • Mario Miccoli

    (Department of Clinical and Experimental Medicine, University of Pisa, 56126 Pisa, Italy)

Abstract

Narratives of autobiographical memories may be impaired by adverse childhood experiences, generating narrative fragmentation and increased levels of perceived distress. Eye movement desensitization and reprocessing (EMDR) proved to be an effective treatment to overcome traumatic experiences and to promote coherent autobiographical narratives. However, the specific mechanisms by which EMDR promotes narrative coherence remains largely unknown. We conducted a randomized controlled pilot trial (ClinicalTrials.gov Identifier NCT05319002) in a non-clinical sample of 27 children recruited in a primary school. Participants were randomly assigned to the experimental and control groups. The experimental group underwent a three-week group EMDR intervention. Subjective unit of distress (SUD), validity of cognition (VoC), classification of autobiographical memories, narrative complexity and specificity were assessed before and after the group EMDR intervention. The group EMDR intervention was able to improve SUD and VoC scales, narrative complexity and specificity, and promoted the classification of autobiographical memories as relational. The path analysis showed that SUD was able to predict VoC and narrative specificity, which, in turn, was able to predict both narrative complexity and the classification of autobiographical memories as relational. Machine-learning analysis showed that random tree classifier outperformed all other models by achieving a 93.33% accuracy. Clinical implications are discussed.

Suggested Citation

  • Andrea Poli & Angelo Gemignani & Mario Miccoli, 2022. "Randomized Trial on the Effects of a Group EMDR Intervention on Narrative Complexity and Specificity of Autobiographical Memories: A Path Analytic and Supervised Machine-Learning Study," IJERPH, MDPI, vol. 19(13), pages 1-18, June.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:13:p:7684-:d:845937
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    References listed on IDEAS

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    1. Andrea Poli & Angelo Gemignani & Federico Soldani & Mario Miccoli, 2021. "A Systematic Review of a Polyvagal Perspective on Embodied Contemplative Practices as Promoters of Cardiorespiratory Coupling and Traumatic Stress Recovery for PTSD and OCD: Research Methodologies and," IJERPH, MDPI, vol. 18(22), pages 1-17, November.
    2. Andrea Poli & Angelo Giovanni Icro Maremmani & Carlo Chiorri & Gian-Paolo Mazzoni & Graziella Orrù & Jacek Kolacz & Stephen W. Porges & Ciro Conversano & Angelo Gemignani & Mario Miccoli, 2021. "Item Reduction, Psychometric and Biometric Properties of the Italian Version of the Body Perception Questionnaire—Short Form (BPQ-SF): The BPQ-22," IJERPH, MDPI, vol. 18(7), pages 1-22, April.
    3. Kenneth F Schulz & Douglas G Altman & David Moher & for the CONSORT Group, 2010. "CONSORT 2010 Statement: Updated Guidelines for Reporting Parallel Group Randomised Trials," PLOS Medicine, Public Library of Science, vol. 7(3), pages 1-7, March.
    4. Belsley, David A., 1982. "Assessing the presence of harmful collinearity and other forms of weak data through a test for signal-to-noise," Journal of Econometrics, Elsevier, vol. 20(2), pages 211-253, November.
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    Cited by:

    1. Andrea Poli & Mario Miccoli, 2023. "Validation and Psychometric Properties of the Italian Version of the Unconditional Self-Kindness Scale (USKS)," IJERPH, MDPI, vol. 20(10), pages 1-14, May.

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