ArticleJournal of consulting and clinical psychology2022
Personalized prescriptions of therapeutic skills from patient characteristics: An ecological momentary assessment approach.
Article in Journal of consulting and clinical psychology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed, 26 citations in OpenAlex.
- Personalized Prediction of Response to Smartphone-Delivered Meditation Training: Randomized Controlled Trial.Journal of medical Internet research · 2022Trial
- DBT skills + parent training for preschool parents with emotion dysregulation and substance misuse.Borderline personality disorder and emotion dysregulation · 2026Article
- Individual-Specific Animated Profiles of Mental Health.Perspectives on psychological science : a journal of the Association for Psychological Science · 2025Article
- Contrasting Individual-Specific Resilience and Compensation Personalization Frameworks: The Case of Rumination.Biological psychiatry global open science · 2025Article
- Dialectical behavior therapy in autistic adults: effects on ecological subjective and physiological measures of emotion dysregulation.Borderline personality disorder and emotion dysregulation · 2025Article
- The association between patient engagement and treatment outcome in guided internet-delivered CBT for anxiety and depression.Frontiers in psychology · 2025Article
- Increasing Completion of Daily Patient-Reported Outcomes in Psychotherapies for Late-Life Depression through User-Centered Design.Applied clinical informatics · 2024Article
- Precision Mental Health and Data-Informed Decision Support in Psychological Therapy: An Example.Administration and policy in mental health · 2024Article
- Dynamic processes in behavioral activation therapy for anhedonic adolescents: Modeling common and patient-specific relations.Journal of consulting and clinical psychology · 2024Article
- Person-specific dynamics between negative emotions and suicidal thoughts.Comprehensive psychiatry · 2024Article
- Identifying who benefits most from supportive versus expressive techniques in psychotherapy for depression: Moderators of within- versus between-individual effects.Journal of consulting and clinical psychology · 2024Article
- Revealing subgroup-specific mechanisms of change via moderated mediation: A meditation intervention example.Journal of consulting and clinical psychology · 2024Article
- "Making Data the Drug": A Pragmatic Pilot Feasibility Randomized Crossover Trial of Data Visualization as an Intervention for Pediatric Chronic Pain.Children (Basel, Switzerland) · 2023Article
- Emotional change in its "natural habitat": Measuring everyday emotion regulation with passive and active ambulatory assessment methods.Journal of psychotherapy integration · 2023Article
- Quantifying heterogeneity in mood-alcohol relationships with idiographic causal models.Alcoholism, clinical and experimental research · 2022Article
- Disentangling Trait-Like Between-Individual vs. State-Like Within-Individual Effects in Studying the Mechanisms of Change in CBT.Frontiers in psychiatry · 2020Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
objectiveRather than relying on a single psychotherapeutic orientation, most clinicians draw from a range of therapeutic approaches to treat their clients. To date, no data-driven approach exists for personalized predictions of which skill domain would be most therapeutically beneficial for a given patient. The present study combined ecological momentary assessment (EMA) and machine learning to test a data-driven approach for predicting patient-specific skill-outcome associations.
methodFifty (
resultsCross-validated accuracy was 81% (sensitivity = 93% and specificity = 63%) in predicting whether a patient would exhibit a stronger association between the use of BT versus DBT skills and PA level. Predictors of positive DBT skills-PA associations included higher levels of nonsuicidal self-injury (NSSI) and sleep disturbance, whereas predictors of positive BT skills-PA relations included higher emotional lability and anxiety disorder comorbidity, and lower psychomotor retardation/agitation and worthlessness/guilt. Corresponding models with NA yielded no predictors.
conclusionsFindings from this initial proof-of-concept study highlight the potential of data-driven approaches to inform personalized prescriptions of which skill domains may be most therapeutically beneficial for a given patient. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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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.