Early intervention for caregivers of youth with restrictive eating disorders (CARE Skills Group): feasibility, outcomes and opportunities for spread and scale
Bibliographic record
Abstract
Early intervention is key to improving prognosis for youth with eating disorders (EDs). Caregiver groups may be an effective way to intervene early in the treatment of youth with EDs, in conjunction with speciality medical care. A 12-session online caregiver skills group (CARE Skills Group) was designed and offered to caregivers of youth with recent onset, newly diagnosed restrictive EDs at two different Canadian sites. The CARE Skills group integrated family-based treatment (FBT) principles and was led by experienced ED clinicians. The group was feasible, with some preliminary evidence that youth whose caregivers participated in the CARE Skills Group benefited in terms of weight restoration. The CARE Skills Group model represents a brief, and replicable early intervention model that has potential utility for implementation in community-based ED settings.
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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) | 0.000 | 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".