A group intervention for parents and children achieved greater weight loss in obese children than routine careCommentary
Bibliographic record
Abstract
M O Korppi Dr M O Korppi, Tampere University, Tampere, Finland; matti.korppi@uti.fi Is a group intervention for parents and children more effective than routine care for weight loss in obese school-age children? ### Design: randomised controlled trial. ### Allocation: concealed. ### Blinding: unblinded. ### Follow-up period: 6 months after the end of the intervention. ### Setting: schools and a university hospital paediatric outpatient clinic in Kuopio and area, Finland. ### Patients: families with an obese child 7–9 years of age (mean age 8 y, 60% girls) who attended school and had weight-for-height 120–200% (mean 142%, population mean 100%). Exclusion criteria included obesity because of disease or medication, movement disorder, mental disorder in child or parent, and family member participation in another weight management …
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".