ArticleStatistics in medicine2013
Multi-profile hidden Markov model for mood, dietary intake, and physical activity in an intervention study of childhood obesity.
Article in Statistics in medicine, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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.
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Who cites it
9 citing papers in PubMed.
- Identifying Social Network Conditions that Facilitate Sedentary Behavior Change: The Benefit of Being a "Bridge" in a Group-based Intervention.International journal of environmental research and public health · 2020Trial
- A hidden Markov modeling approach combining objective measure of activity and subjective measure of self-reported sleep to estimate the sleep-wake cycle.Journal of applied statistics · 2024Article
- Ensemble Approach to Combining Episode Prediction Models Using Sequential Circadian Rhythm Sensor Data from Mental Health Patients.Sensors (Basel, Switzerland) · 2023Article
- Septic Shock: Phenotypes and Outcomes.Advances in therapy · 2022Article
- Article
- Child Feeding Style and Dietary Outcomes in a Cohort of Latino Farmworker Families.Journal of the Academy of Nutrition and Dietetics · 2018Article
- Estimating recurrence and incidence of preterm birth subject to measurement error in gestational age: A hidden Markov modeling approach.Statistics in medicine · 2018Article
- Longitudinal Examination of Symptom Profiles Among Breast Cancer Survivors.Journal of pain and symptom management · 2017Article
- Reconciling statistical and systems science approaches to public health.Health education & behavior : the official publication of the Society for Public Health Education · 2013Article
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
Motivated by an application to childhood obesity data in a clinical trial, this paper describes a multi-profile hidden Markov model (HMM) that uses several temporal chains of measures respectively related to psychosocial attributes, dietary intake, and energy expenditure behaviors of adolescents in a school setting. Using these psychological and behavioral profiles, the model delineates health states from the longitudinal data set. Furthermore, a two-level regression model that takes into account the clustering effects of students within school is used to assess the effects of school-based and community-based interventions and other risk factors on the transition between health states over time. The results from our study suggest that female students tend to decrease their physical activities despite a high level of anxiety about weight. The finding is consistent across intervention and control arms.
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What Socratic holds
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 Socratic graph.