ArticleStatistics in medicine2012
Modeling between-subject and within-subject variances in ecological momentary assessment data using mixed-effects location scale models.
Article in Statistics in medicine, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05025787 (EN20-01), which is not on this map. Cited by 90 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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.
EN20-01: A 24 Week Study to Evaluate the Safety and Efficacy of CNTX-6970 in Subjects With Moderate to Severe Knee Osteoarthritis Pain.
Who cites it
90 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Location-scale models for meta-analysis.Research synthesis methods · 2022Pooled it
- Using Momentary Assessment and Machine Learning to Identify Barriers to Self-management in Type 1 Diabetes: Observational Study.JMIR mHealth and uHealth · 2022Trial
- Ovarian Hormones and Transdermal Nicotine Administration Independently and Synergistically Suppress Tobacco Withdrawal Symptoms and Smoking Reinstatement in the Human Laboratory.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2018Trial
- A dynamic perspective on clinical treatment evaluation using dynamic structural equation modeling.BMC medical research methodology · 2026Article
- Tracking quality of life-related outcomes in the U.S. population with monthly PROMIS computerized adaptive testing.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026Article
- Variable Selection in Mixed-Effects Location-Scale and Location-Shift Models.Statistics in medicine · 2026Article
- A Bayesian Location-Scale Joint Model for Time-To-Event and Multivariate Longitudinal Data With Association Based on Within-Individual Variability.Statistics in medicine · 2026Article
- Daily loneliness deconstructed: Examining patterns of within- and between-person variation.Emotion (Washington, D.C.) · 2026Article
- Modeling intraindividual means and variances from ecological momentary assessment data: comparing standard computational formulas to mixed-effects location-scale model estimates.Journal of behavioral medicine · 2026Article
- Stress Characteristics and Their Associations With Pain Intensity: An Ecological Momentary Assessment Study.European journal of pain (London, England) · 2026Article
- Assessing the impact of variance heterogeneity and misspecification in mixed-effects location-scale models.BMC medical research methodology · 2026Article
- Dynamic Modeling with Intensive Longitudinal Data: One-Step and Two-Step DSEM Approaches.Structural equation modeling : a multidisciplinary journal · 2026Article
- Association Between Intraindividual Variability in Cognitive Performance and White Matter Organisation in Chronic Mild Traumatic Brain Injury.Human brain mapping · 2025Article
- The Moderating Effect of Atypical Events on the Relationship Between Heart Rate and Stress in Medical Residents Working in an Intensive Care Unit: Longitudinal, Observational Daily Diary Study.JMIR formative research · 2025Observational
- Does increasing cigarette use stabilize mood? A real-time investigation spanning 6 years of adolescence and young adulthood.Addiction (Abingdon, England) · 2025Observational
- A Bayesian Approach to Modeling Variance of Intensive Longitudinal Biomarker Data as a Predictor of Health Outcomes.Statistics in medicine · 2024Article
- Unlocking Cognitive Analysis Potential in Alzheimer's Disease Clinical Trials: Investigating Hierarchical Linear Models for Analyzing Novel Measurement Burst Design Data.Statistics in medicine · 2024Article
- Mixed-Effects Location Scale Models for Joint Modeling School Value-Added Effects on the Mean and Variance of Student Achievement.Journal of educational and behavioral statistics : a quarterly publication sponsored by the American Educational Research Association and the American Statistical Association · 2024Article
- Temporal generative models for learning heterogeneous group dynamics of ecological momentary assessment data.Biometrics · 2024Article
- Demographic factors associated with within-individual variability of lung function for adults with cystic fibrosis: A UK registry study.Journal of cystic fibrosis : official journal of the European Cystic Fibrosis Society · 2024Article
30 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
Ecological momentary assessment and/or experience sampling methods are increasingly used in health studies to study subjective experiences within changing environmental contexts. In these studies, up to 30 or 40 observations are often obtained for each subject. Because there are so many measurements per subject, one can characterize a subject's mean and variance and can specify models for both. In this article, we focus on an adolescent smoking study using ecological momentary assessment where interest is on characterizing changes in mood variation. We describe how covariates can influence the mood variances and also extend the statistical model by adding a subject-level random effect to the within-subject variance specification. This permits subjects to have influence on the mean, or location, and variability, or (square of the) scale, of their mood responses. These mixed-effects location scale models have useful applications in many research areas where interest centers on the joint modeling of the mean and variance structure.
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Registered trials
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.