Evidence map›Paper›PMID 32660557›Full record

ArticleBMC medicine2020

A complex systems approach to the study of change in psychotherapy.

Adele M Hayes, Leigh A Andrews

Abstract read
In one paragraph

Article in BMC medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers.

0numbers the graph read from it
0cells of the map it votes in
50citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

50 citing papers in PubMed.

  1. Trial
  2. Trajectories of parent criticism across treatment for youth self-harm.Journal of child psychology and psychiatry, and allied disciplines · 2025
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  16. Methodological challenges and opportunities when studying the course of autism.Autism : the international journal of research and practice · 2025
    Article
  17. Review
  18. The Potential of Personalized Post-Traumatic Stress Disorder Networks.Psychiatry and clinical psychopharmacology · 2025
    Article
  19. Article
  20. Individual-Specific Animated Profiles of Mental Health.Perspectives on psychological science : a journal of the Association for Psychological Science · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Adele M HayesDepartment of Psychological and Brain Sciences, University of Delaware, 108 Wolf Hall, Newark, DE, 19716, USA. ahayes@udel.edu.
Leigh A AndrewsDepartment of Psychological and Brain Sciences, University of Delaware, 108 Wolf Hall, Newark, DE, 19716, USA.

Funding

Trauma-Focused CBT: Potential Mechanisms that Inhibit and Facilitate ChangeR01MH086558 · NIMH · UNIVERSITY OF DELAWARE · PI HAYES, ADELE · 2010 to 2012
$799k
Cognitive Therapy for Personality DisordersR21MH062662 · NIMH · UNIVERSITY OF MIAMI CORAL GABLES · PI HAYES, ADELE · 2002 to 2004
$519k
NIMH NIH HHS R01 MH086558NIMH NIH HHS R21 MH062662
6 · The paper itself

Abstract

backgroundA growing body of research highlights the limitations of traditional methods for studying the process of change in psychotherapy. The science of complex systems offers a useful paradigm for studying patterns of psychopathology and the development of more functional patterns in psychotherapy. Some basic principles of change are presented from subdisciplines of complexity science that are particularly relevant to psychotherapy: dynamical systems theory, synergetics, and network theory. Two early warning signs of system transition that have been identified across sciences (critical fluctuations and critical slowing) are also described. The network destabilization and transition (NDT) model of therapeutic change is presented as a conceptual framework to import these principles to psychotherapy research and to suggest future research directions. DISCUSSION: A complex systems approach has a number of implications for psychotherapy research. We describe important design considerations, targets for research, and analytic tools that can be used to conduct this type of research.

conclusionsA complex systems approach to psychotherapy research is both viable and necessary to more fully capture the dynamics of human change processes. Research to date suggests that the process of change in psychotherapy can be nonlinear and that periods of increased variability and critical slowing might be early warning signals of transition in psychotherapy, as they are in other systems in nature. Psychotherapy research has been limited by small samples and infrequent assessment, but ambulatory and electronic methods now allow researchers to more fully realize the potential of concepts and methods from complexity science.

Indexed as

Delivery of Health CareFeedbackHumansPsychotherapyComplex systems theoryDynamical systemsNetwork theoryProcess-based psychotherapyPsychotherapy research

Identifiers

PMID32660557
PMCPMC7359463

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.