Development and Implementation of a Pilot Integrative Day Hospital Program for Youth with Severe Obesity and Mental Health Issues
Bibliographic record
Abstract
Background: Adolescents with severe obesity and comorbid mental health issues are the most resistant to traditional weight management approaches and have poor treatment outcomes. Our objective was to implement and evaluate a pilot day hospital treatment program for adolescents with severe obesity, or risk for severe obesity, and significant mental health comorbidities. Methods: This was a prospective cohort study of adolescents 12–18 years of age with severe obesity (BMI >99th percentile), or at risk for severe obesity, and comorbid mental health issues. The intervention, focused on healthy lifestyle and mental health support, was implemented within an existing psychiatric day hospital at a pediatric quaternary care hospital. Anthropometric and mental health measures were analyzed pre- and postintervention. Results: Thirty-two adolescents with a mean age of 14.9 years [standard deviation (SD) 1.6] participated in the pilot integrative day hospital program for a mean duration of 5.2 months (SD 2.3). Eleven participants had primary severe obesity and comorbid mental health conditions (obesity subgroup) and 21 participants had primary mental illness and were at risk for obesity (psychiatry subgroup). We did not observe a significant difference between BMI pre- and postprogram among adolescents in both subgroups. In other words, adolescents in both subgroups achieved weight maintenance. Fear in losing control of overeating and/or being seen by others when eating decreased significantly in the obesity subgroup [mean difference (MD) 0.99; 95% confidence interval (CI): 0.27 to 1.71]. There was a significant decrease in participant-reported depression symptom severity, both overall and within program subgroups. Quality-of-life scores of study participants improved significantly within the obesity subgroup (MD −12.31; 95% CI: −21.69 to −2.93), but not within the psychiatry subgroup (MD −6.35; 95% CI: −13.37 to 0.67). Conclusions and Implications: A day hospital model of care may result in weight maintenance, decreased eating concerns, and improved mental health in adolescents with severe obesity or risk for severe obesity, and significant mental health comorbidities.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".