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Research Article

Applying dynamic systems theory and complexity theory methods in psychotherapy research: A systematic literature review

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Pages 828-844 | Received 31 Jan 2023, Accepted 21 Aug 2023, Published online: 31 Aug 2023

References

  • References marked with an asterisk indicate primary studies included in the review.
  • Aafjes-van Doorn, K., Kamsteeg, C., Bate, J., & Aafjes, M. (2021). A scoping review of machine learning in psychotherapy research. Psychotherapy Research, 31(1), 92–116. https://doi.org/10.1080/10503307.2020.1808729
  • *Baker, A. Z. (2018). Examining affectual interaction within the therapeutic relationship across three psychotherapeutic theoretical approaches. Dissertation Abstracts International: Section B: The Sciences and Engineering. ProQuest Information & Learning. https://fau.digital.flvc.org/islandora/object/fau%3A39818.
  • *Bob, P. (2007). Hypnotic abreaction releases chaotic patterns of electrodermal activity during dissociation. International Journal of Clinical and Experimental Hypnosis, 55(4), 435–456. https://doi.org/10.1080/00207140701506532
  • Boulding, K. E. (1956). General systems theory—the skeleton of science. Management Science, 2(3), 197–208. https://doi.org/10.1287/mnsc.2.3.197
  • *Brice, S. N. (2019). Modelling disease progression and treatment pathways for depression [Doctoral dissertation]. https://orca.cardiff.ac.uk/id/eprint/129861/1/Brice_S__N_Thesis_corrected.pdf
  • *Buckman, J. F., Vaschillo, E. G., Fonoberova, M., Mezić, I., & Bates, M. E. (2018). The translational value of psychophysiology methods and mechanisms: Multilevel, dynamic, personalized. Journal of Studies on Alcohol and Drugs, 79(2), 229–238. https://doi.org/10.15288/jsad.2018.79.229
  • *Burger, J., van der Veen, D. C., Robinaugh, D. J., Quax, R., Riese, H., Schoevers, R. A., & Epskamp, S. (2020). Bridging the gap between complexity science and clinical practice by formalizing idiographic theories: A computational model of functional analysis. BMC Medicine, 18(1), 1–18. https://doi.org/10.1186/s12916-020-01558-1
  • Butcher, J. C. (1996). A history of Runge-Kutta methods. Applied Numerical Mathematics, 20(3), 247–260. https://doi.org/10.1016/0168-9274(95)00108-5
  • Carey, G., Malbon, E., Carey, N., Joyce, A., Crammond, B., & Carey, A. (2015). Systems science and systems thinking for public health: A systematic review of the field. BMJ Open, 5(12), e009002. https://doi.org/10.1136/bmjopen-2015-009002
  • Cheng, D., Hu, X., & Shen, T. (2010). Linearization of nonlinear systems. In A. Astolfi & L. Marconi (Eds.), Analysis and design of nonlinear control systems (pp. 279–313). Springer. https://doi.org/10.1007/978-3-642-11550-9_10
  • *Fisher, A. J., Newman, M. G., & Molenaar, P. C. M. (2011). A quantitative method for the analysis of nomothetic relationships between idiographic structures: Dynamic patterns create attractor states for sustained posttreatment change. Journal of Consulting & Clinical Psychology, 79(4), 552–563. https://doi.org/10.1037/a0024069
  • Flückiger, C., Horvath, A. O., & Brandt, H. (2022). The evolution of patients’ concept of the alliance and its relation to outcome: A dynamic latent-class structural equation modeling approach. Journal of Counseling Psychology, 69(1), 51–62. https://doi.org/10.1037/cou0000555
  • *Fuhriman, A., & Burlingame, G. M. (1994). Measuring small group process. Small Group Research, 25(4), 502–519. https://doi.org/10.1177/1046496494254005
  • Gelo, O. C. G., & Salvatore, S. (2016). A dynamic systems approach to psychotherapy: A meta-theoretical framework for explaining psychotherapy change processes. Journal of Counseling Psychology, 63(4), 379–395. https://doi.org/10.1037/cou0000150
  • Gottman, J., Swanson, C., & Swanson, K. (2002). A general systems theory of marriage: Nonlinear difference equation modeling of marital interaction. Personality and Social Psychology Review, 6(4), 326–340. http://doi.org/10.1207/S15327957PSPR0604_07
  • Guastello, S. J., Koopmans, M., & Pincus, D. (2008). Chaos and complexity in psychology: The theory of nonlinear dynamical systems. Cambridge University Press.
  • *Gumz, A., Geyer, M., & Brähler, E. (2014). Psychodynamic therapy from the perspective of self-organization. A concept of change and a methodological approach for empirical examination. Clinical Psychology & Psychotherapy, 21(4), 299–310. https://doi.org/10.1002/cpp.1840
  • *Gumz, A., Kästner, D., Geyer, M., Wutzler, U., Villmann, T., & Brähler, E. (2010). Instability and discontinuous change in the experience of therapeutic interaction: An extended single-case study of psychodynamic therapy processes. Psychotherapy Research, 20(4), 398–412. https://doi.org/10.1080/10503300903551021
  • *Haken, H., & Tschacher, W. (2017). How to modify psychopathological states? Hypotheses based on complex systems theory. Nonlinear Dynamics, Psychology, and Life Sciences, 21(1), 19–34. http://www.exp.unibe.ch/research/papers/HakenTschacher-2017-free-version.pdf
  • *Helmich, M. A., Wichers, M., Olthof, M., Strunk, G., Aas, B., Aichhorn, W., Schiepek, G., & Snippe, E. (2020). Sudden gains in day-to-day change: Revealing nonlinear patterns of individual improvement in depression. Journal of Consulting and Clinical Psychology, 88(2), 119–127. https://doi.org/10.1037/ccp0000469
  • Heylighen, F. (2008). Complexity and self-organization. In M. J. Bates & M. N. Maack (Eds.), Encyclopedia of library and information sciences, 3 (pp. 1215–1224). CRC Press, Inc.
  • *Jason, L. A., Stevens, E. B., Light, J. M., & Doogan, N. J. (2020). An empirically based theory of the relationships among social embeddedness, economic viability, learned recovery skills and perceived quality of life in recovery homes. Alcoholism Treatment Quarterly, 38(1), 126–142. https://doi.org/10.1080/07347324.2019.1633977
  • Kleinbub, J. R. (2017). State of the art of interpersonal physiology in psychotherapy: A systematic review. Frontiers in Psychology, 8, 2053. https://doi.org/10.3389/fpsyg.2017.02053
  • Koole, S. L., & Tschacher, W. (2016). Synchrony in psychotherapy: A review and an integrative framework for the therapeutic alliance. Frontiers in Psychology, 7, 862. https://doi.org/10.3389/fpsyg.2016.00862
  • *Kowalik, Z. J., Schiepek, G., Kumpf, K., Roberts, L. E., & Elbert, T. (1997). Psychotherapy as a chaotic process II. The application of nonlinear analysis methods on quasi time series of the client–therapist interaction: A nonstationary approach. Psychotherapy Research, 7(3), 197–218. https://doi.org/10.1080/10503309712331331973
  • *Laramée, P., Millier, A., Brodtkorb, T.-H., Rahhali, N., Cristeau, O., Aballéa, S., Montgomery, S., Steeves, S., Toumi, M., & Rehm, J. (2016). A comparison of Markov and discrete-time microsimulation approaches: Simulating the avoidance of alcohol-attributable harmful events from reduction of alcohol consumption through treatment of alcohol dependence. Clinical Drug Investigation, 36(11), 945–956. https://doi.org/10.1007/s40261-016-0442-7
  • *Lauro Grotto, R., Guazzini, A., & Bagnoli, F. (2014). Metastable structures and size effects in small group dynamics. Frontiers in Psychology, 5. https://doi.org/10.3389/fpsyg.2014.00699
  • *Li, X., & Kivlighan, D. M. (2019). Examining therapy dynamics and session outcome using differential equations model and multilevel data disaggregation. Psychotherapy Research, 30(5), 604–621. https://doi.org/10.1080/10503307.2019.1649730
  • *Lichtenberg, J. W., & Knox, P. L. (1991). Order out of chaos: A structural analysis of group therapy. Journal of Counseling Psychology, 38(3), 279–288. https://doi.org/10.1037/0022-0167.38.3.279
  • *Liebovitch, L. S., Peluso, P. R., Norman, M. D., Su, J., & Gottman, J. M. (2011). Mathematical model of the dynamics of psychotherapy. Cognitive Neurodynamics, 5(3), 265–275. https://doi.org/10.1007/s11571-011-9157-x
  • McGill, E., Marks, D., Er, V., Penney, T., Petticrew, M., & Egan, M. (2020). Qualitative process evaluation from a complex systems perspective: A systematic review and framework for public health evaluators. PLoS Medicine, 17(11), e1003368. https://doi.org/10.1371/journal.pmed.1003368
  • Mellado, A., Tomicic, A., Martínez, C., & Krause, M. (2022). Resultados en psicoterapia individual de adultos desde la perspectiva de los Sistemas Dinámicos: una revisión sistemática. Terapia psicológica, 40(2), 231–256. https://doi.org/10.4067/S0718-48082022000200231
  • Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., & Stewart, L. A. (2015). Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Systematic Reviews, 4(1), 1–9. https://doi.org/10.1186/2046-4053-4-1
  • *Olthof, M., Hasselman, F., Strunk, G., Aas, B., Schiepek, G., & Lichtwarck-Aschoff, A. (2020a). Destabilization in self-ratings of the psychotherapeutic process is associated with better treatment outcome in patients with mood disorders. Psychotherapy Research, 30(4), 520–531. https://doi.org/10.1080/10503307.2019.1633484
  • *Olthof, M., Hasselman, F., Strunk, G., van Rooij, M., Aas, B., Helmich, M. A., Schiepek, G., & Lichtwarck-Aschoff, A. (2020b). Critical fluctuations as an early-warning signal for sudden gains and losses in patients receiving psychotherapy for mood disorders. Clinical Psychological Science, 8(1), 25–35. https://doi.org/10.1177/2167702619865969
  • *Orsucci, F. F., Musmeci, N., Aas, B., Schiepek, G., Reda, M. A., Canestri, L., Giuliani, A., & de Felice, G. (2016). Synchronization analysis of language and physiology in human dyads. Nonlinear Dynamics, Psychology, and Life Sciences, 20(2), 167–191.
  • *Paz, A., Rafaeli, E., Bar-Kalifa, E., Gilboa-Schectman, E., Gannot, S., Laufer-Goldshtein, B., Narayanan, S., Keshet, J., & Atzil-Slonim, D. (2021). Intrapersonal and interpersonal vocal affect dynamics during psychotherapy. Journal of Consulting & Clinical Psychology, 89(3), 227–239. https://doi.org/10.1037/ccp0000623
  • *Peluso, P. R., Liebovitch, L. S., Gottman, J. M., Norman, M. D., & Su, J. (2012). A mathematical model of psychotherapy: An investigation using dynamic non-linear equations to model the therapeutic relationship. Psychotherapy Research, 22(1), 40–55. https://doi.org/10.1080/10503307.2011.622314
  • *Redington, D. J., & Reidbord, S. P. (1992). Chaotic dynamics in autonomic nervous system activity of a patient during a psychotherapy session. Biological Psychiatry, 31(10), 993–1007. https://doi.org/10.1016/0006-3223(92)90093-F
  • *Reidbord, S. P., & Redington, D. J. (1992). Psychophysiological processes during insight-oriented therapy: Further investigation into nonlinear psychodynamics. Journal of Nervous and Mental Disease, 180(10), 649–657. https://doi.org/10.1097/00005053-199210000-00007
  • Rusoja, E., Haynie, D., Sievers, J., Mustafee, N., Nelson, F., Reynolds, M., Sarriot, E., Swanson, R. C., & Williams, B. (2018). Thinking about complexity in health: A systematic review of the key systems thinking and complexity ideas in health. Journal of Evaluation in Clinical Practice, 24(3), 600–606. https://doi.org/10.1111/jep.12856
  • Ryo, M., Aguilar-Trigueros, C. A., Pinek, L., Muller, L. A., & Rillig, M. C. (2019). Basic principles of temporal dynamics. Trends in Ecology & Evolution, 34(8), 723–733. https://doi.org/10.1016/j.tree.2019.03.007
  • *Sabelli, H. C., Carlson-Sabelli, L., & Javaid, J. I. (1990). The thermodynamics of bipolarity—a bifurcation model of bipolar illness and bipolar character and its psychotherapeutical applications. Psychiatry-Interpersonal and Biological Processes, 53(4), 346–368. https://doi.org/10.1080/00332747.1990.11024519
  • *Schiepek, G., Aas, B., & Viol, K. (2016b). The mathematics of psychotherapy: A nonlinear model of change dynamics. Nonlinear Dynamics, Psychology, and Life Sciences, 20(3), 369–399.
  • *Schiepek, G., Kowalik, Z. J., Schütz, A., Köhler, M., Richter, K., Strunk, G., Mühlnickel, W., & Elbert, T. (1997). Psychotherapy as a chaotic process I. Coding the client–therapist interaction by means of sequential plan analysis and the search for chaos: A stationary approach. Psychotherapy Research, 7(2), 173–194. https://doi.org/10.1080/10503309712331331953
  • *Schiepek, G., & Strunk, G. (2010). The identification of critical fluctuations and phase transitions in short term and coarse-grained time series—a method for the real-time monitoring of human change processes. Biological Cybernetics, 102(3), 197–207. https://doi.org/10.1007/s00422-009-0362-1
  • *Schiepek, G., Tominschek, I., Heinzel, S., Aigner, M., Dold, M., Unger, A., Lenz, G., Windischberger, C., Moser, E., Plöderl, M., Lutz, J., Meindl, T., Zaudig, M., Pogarell, O., & Karch, S. (2013). Discontinuous patterns of brain activation in the psychotherapy process of obsessive-compulsive disorder: Converging results from repeated fMRI and daily self-reports. PLoS One, 8(8), 1–13. https://doi.org/10.1371/journal.pone.0071863
  • *Schiepek, G. K., Stöger-Schmidinger, B., Aichhorn, W., Schöller, H., & Aas, B. (2016a). Systemic case formulation, individualized process monitoring, and state dynamics in a case of dissociative identity disorder. Frontiers in Psychology, 7. https://doi.org/10.3389/fpsyg.2016.01545
  • *Schiepek, G. K., Tominschek, I., & Heinzel, S. (2014). Self-organization in psychotherapy: Testing the synergetic model of change processes. Frontiers in Psychology, 5. https://doi.org/10.3389/fpsyg.2014.01089
  • *Schiepek, G. K., Viol, K., Aichhorn, W., Hütt, M.-T., Sungler, K., Pincus, D., & Schöller, H. J. (2017). Psychotherapy is chaotic—(Not only) in a computational world. Frontiers in Psychology, 8. https://doi.org/10.3389/fpsyg.2017.00379
  • *Schöller, H., Viol, K., Aichhorn, W., Hütt, M.-T., & Schiepek, G. (2018). Personality development in psychotherapy: A synergetic model of state-trait dynamics. Cognitive Neurodynamics, 12(5), 441–459. https://doi.org/10.1007/s11571-018-9488-y
  • *Sharman, N. J. (1998). Cognitive and emotional aspects of maladaptive interpersonal patterns: A dynamic systems approach. Dissertation Abstracts International: Section B: The Sciences and Engineering. ProQuest Information & Learning. https://hdl.handle.net/1807/10791
  • Sivakumar, B. (2004). Chaos theory in geophysics: Past, present and future. Chaos, Solitons & Fractals, 19(2), 441–462. https://doi.org/10.1016/S0960-0779(03)00055-9
  • *Stapelberg, N. J. C. (2016). Quantitative relationships between clinical measures of depression And heart rate variability As measured By linear and nonlinear methods [Doctoral dissertation]. https://doi.org/10.25904/1912/1692
  • Strathern, M., & McGlade, J. (2014). The social face of complexity science: A festschrift for professor peter M. Allen. Emergent Publications.
  • Strogatz, S. H. (2018). Nonlinear dynamics and chaos with student solutions manual: With applications to physics, biology, chemistry, and engineering. CRC press.
  • *Tschacher, W., & Haken, H. (2019). Causation and chance: Detection of deterministic and stochastic ingredients in psychotherapy processes. Psychotherapy Research, 30(8), 1075–1087. https://doi.org/10.1080/10503307.2019.1685139
  • *Tschacher, W., Haken, H., & Kyselo, M. (2015a). Empirical and structural approaches to the temporality of alliance in psychotherapy. Chaos & Complexity Letters, 9(2), 177–191.
  • *Tschacher, W., Haken, H., & Kyselo, M. (2015b). Alliance: A common factor of psychotherapy modeled by structural theory. Frontiers in Psychology, 6. https://doi.org/10.3389/fpsyg.2015.00421
  • *Tschacher, W., Scheier, C., & Grawe, K. (1998). Order and pattern formation in psychotherapy. Nonlinear Dynamics, Psychology, and Life Sciences, 2(3), 195–215. https://doi.org/10.1023/A:1022324018097
  • von Bertalanffy, L. (1968). General systems theory: Foundations, developments, and applications. Braziller.
  • *Walter, S., Schiepek, G. K., Schneider, S., Strunk, G., Kaimer, P., & Mergenthaler, E. (2010). The synchronization of plan activations and emotion-abstraction patterns in the psychotherapeutic process: A single-case study. Psychotherapy Research, 20(2), 214–223. https://doi.org/10.1080/10503300903277437
  • Zill, D. G. (2012). A first course in differential equations with modeling applications. Cengage Learning.

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