Optimization of Video Stimuli Parameters in EMDR Therapy Using Artificial Neural Networks for Enhanced Treatment Efficacy
Source abstract
Abstract
Eye Movement Desensitization and Reprocessing (EMDR) was recognized by the World Health Organization in 2013 as an evidence-based therapy for post-traumatic stress disorder (PTSD) and found to be effective for depression. Since then, EMDR has evolved into a personalized treatment focusing on stabilizing the physiological and psychological processes to alleviate symptoms of depression and stress. However, optimized parameters for video stimuli, such as speed (ssp), distance (d), and size (ssz), are not yet well defined in EMDR protocols. This study addresses this gap by employing an artificial neural network (ANN) methodology based on Francine Shapiro’s Adaptive Information Processing (AIP) model. The ANN was used to determine ideal values for video stimuli parameters, developing an integrated model to enhance EMDR outcomes. Of the 2860 ANN-modeled combinations, stimulus settings of 1.8 Hz speed, 70-pixel size, and 1440-pixel distance achieved the highest Predicted Effectiveness Score (PES) of 98.7%. An EMDR field test with electroencephalography (EEG) was conducted to assess the optimized video stimuli’s efficacy. Further, 16 participants, selected from a sample of 56 meeting CES-D depression criteria, were evaluated, and the top 50 PES values were selected for further analysis. EEG results indicated a 12.31% increase in effectiveness, showing a reduction in right frontal lobe beta waves. These findings highlight the technical advancements and therapeutic potential of the proposed ANN-optimized EMDR stimuli, demonstrating statistically significant improvements over traditional methods.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: EEG and Brain-Computer Interfaces · Functional Brain Connectivity Studies · Optical Imaging and Spectroscopy Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Department of Media Communication, College of Social Science, Gachon University, Seongnam 13120, Republic of Korea
Department of Digital Media Design, College of Arts, Cheongju University, Cheongju 28496, Republic of Korea
Division of Artificial Intelligence Engineering, National Korea Maritime & Ocean University, Busan 49112, Republic of Korea
Funding
Gachon University
References (47)
Show source-provided references
1. World Health Organization (2013). Guidelines for the Management of Conditions Specifically Related to Stress, World Health Organization.
2. Shapiro, F. (2001). Eye Movement Desensitization and Reprocessing (EMDR): Basic Principles, Protocols, and Procedures, Guilford Press.
3. EMDR 12 years after its introduction: Past and future research10.1002/jclp.1126 ↗
4. Effects of Eye Movement Desensitization and Reprocessing (EMDR) Treatment in Chronic Pain Patients: A Systematic Review10.1111/pme.12303 ↗
5. Endhoven, B., De Cort, K., Matthijssen, S.J.M.A., and van Minnen, A. (2023). Eye Movement Desensitization and Reprocessing (EMDR) Therapy or Supportive Counseling Prior to Exposure Therapy in Patients with Panic Disorder: Study Protocol for a Multicenter Randomized Controlled Trial (IMPROVE). BMC Psychiatry, 23.10.1186/s12888-022-04320-4 ↗
6. The Role of Eye Movement Desensitization and Reprocessing (EMDR) Therapy in Medicine: Addressing the Psychological and Physical Symptoms Stemming from Adverse Life Experiences10.7812/TPP/13-098 ↗
7. Cognitive Behavioral Therapy vs. Eye Movement Desensitization and Reprocessing for Treating Panic Disorder: A Randomized Controlled Trial10.3389/fpsyg.2017.01409 ↗
8. Saldana, D., Neureither, M., Schmiesing, A., Jahng, E., Kysh, L., Roll, S., and Liew, S.-L. (2020). Applications of Head-Mounted Displays for Virtual Reality in Adult Physical Rehabilitation: A Scoping Review. Am. J. Occup. Ther., 74.10.5014/ajot.2020.041442 ↗
9. van Veen, S.C., van Schie, K., Wijngaards-de Meij, L.D.N.V., Littel, M., Engelhard, I.M., and van den Hout, M.A. (2015). Speed Matters: Relationship between Speed of Eye Movements and Modification of Aversive Autobiographical Memories. Front. Psychiatry, 6.10.3389/fpsyt.2015.00045 ↗
10. Regional brain asymmetries in major depression with or without an anxiety disorder: A quantitative electroencephalographic study10.1016/S0006-3223(96)00260-0 ↗
11. A Working Memory Explanation for the Effects of Eye Movements in EMDR10.1891/1933-3196.2.4.247 ↗
12. Working Memory10.1016/S0079-7421(08)60452-1 ↗
13. The Relation of Strength of Stimulus to Rapidity of Habit Formation10.1002/cne.920180503 ↗
14. A Review of Artificial Neural Networks in Healthcare Optimization
15. Adaptive Information Processing and Neural Networks: A Closer Look at EMDR Applications
16. Virtual Reality Interventions in Clinical Psychology: A Systematic Review
17. Integrating VR Technology in Mental Health Interventions: A Scoping Review
18. Left frontal hypoactivation in depression10.1037/0021-843X.100.4.535 ↗
19. Neurofeedback Treatment in Adult Psychiatric Patient-Focusing on Depressive and Anxiety Disorder
20. Anterior cingulate activity as a predictor of degree of treatment response in major depression: Evidence from brain electrical tomography analysis10.1176/appi.ajp.158.3.405 ↗
21. Quantitative, waking EEG research on depression10.1016/0006-3223(90)90591-O ↗
22. Ke, K., and Huang, M. (2020). Quality prediction for injection molding by using a multilayer perceptron neural network. Polymers, 12.10.3390/polym12081812 ↗
23. Ecer, F., Ardabili, S., Band, S.S., and Mosavi, A. (2020). Training multilayer perceptron with genetic algorithms and particle swarm optimization for modeling stock price index prediction. Entropy, 22.10.3390/e22111239 ↗
24. A data-driven soft sensor based on multilayer perceptron neural network with a double LASSO approach10.1109/TIM.2019.2947126 ↗
25. SAR image despeckling with a multilayer perceptron neural network10.1080/17538947.2018.1447032 ↗
26. EEG-based neonatal sleep-wake classification using multilayer perceptron neural network10.1109/ACCESS.2020.3028182 ↗
27. Psychology Fanatic (2024, September 22). The AIP Model of EMDR. Available online: https://psychologyfanatic.com/the-aip-model-of-emdr/.
28. Shapiro, F. (2017). Eye Movement Desensitization and Reprocessing (EMDR) Therapy: Basic Principles, Protocols, and Procedures, Guilford Publications.
29. EMDR Therapy Boise (2024, September 22). Theory of Adaptive Information Processing (AIP). EMDR Therapy Boise. Available online: https://emdrtherapyboise.com/about-the-brain/theory_aip/.
30. EMDR Europe (2024, September 22). The AIP Model. EMDR Europe. Available online: https://emdr-europe.org/about/the-aip-model/.
31. Hase, M., Balmaceda, U.M., Ostacoli, L., Liebermann, P., and Hofmann, A. (2017). The AIP Model of EMDR Therapy and Pathogenic Memories. Front. Psychol., 8.10.3389/fpsyg.2017.01578 ↗
32. Deep learning with differential Gaussian process flows
33. (2024, September 23). Gaussian Distribution in Machine Learning. GeeksforGeeks. Available online: https://www.geeksforgeeks.org/gaussian-distribution-in-machine-learning/.
34. (2024, September 23). Multilayer Perceptrons in Machine Learning: A Comprehensive Guide. Available online: https://www.datacamp.com/tutorial/multilayer-perceptrons-in-machine-learning.
35. (2024, September 23). H2O.ai. Multilayer Perceptron. Available online: https://h2o.ai/wiki/multilayer-perceptron/.
36. Thorndike, E.L. (1911). Individuality, Houghton Mifflin.
37. Optimizing Neural Network Architectures for Therapeutic Applications: A Comprehensive Review
38. A Bifactor Approach to the Factor Structure Study of the CES-D Scale10.17547/kjsr.2017.25.4.272 ↗
39. American Clinical Neurophysiology Society Guideline 2: Guidelines for Standard Electrode Position Nomenclature10.1097/WNP.0000000000000316 ↗
40. The five percent electrode system for high-resolution EEG and ERP measurements10.1016/S1388-2457(00)00527-7 ↗
41. Increased interhemispheric interaction is associated with decreased false memories in a verbal converging semantic associates paradigm10.1016/j.bandc.2004.08.005 ↗
42. Effect of bilateral eye movements on frontal interhemispheric gamma EEG coherence: Implications for EMDR therapy10.1097/NMD.0b013e318142cf73 ↗
43. Changes in EEG according to attention and concentration training programs with performed difference tasks
44. Changes of the prefrontal EEG (Electroencephalogram) activities according to the repetition of audio-visual learning
45. Kim, W.J., and Lee, T.K. (2021). Psychophysiological response according to the greenness index of subway station space. Sensors, 21.10.3390/s21134360 ↗
46. Influence of fragrances on human psychophysiological activity: With special reference to human electroencephalographic response10.3390/scipharm84040724 ↗
47. Virtual reality exposure therapy for PTSD in adults: A meta-analysis of randomized controlled trials10.1016/j.janxdis.2018.08.003 ↗