A Comprehensive Healthy Lifestyle Program for Children Receiving Treatment for Acute Lymphoblastic Leukemia: Feasibility and Preliminary Efficacy Data
Bibliographic record
Abstract
This study was undertaken to evaluate the feasibility of a comprehensive healthy lifestyle program for children receiving treatment for acute lymphoblastic leukemia. A sample of 13 eligible children in the maintenance phase of treatment, ages 4-8, 10 male, enrolled in the study. A tailored lifestyle program involving a series of monthly, individual education sessions was provided for parents and children by an oncologist, physical therapist, dietitian, and behavioural psychologist. Content focused on participation in physical activity, healthy eating habits, and behavioural strategies. A number of pre- and postmeasures addressed a variety of body functions and activities. Delivery of the program and collection of most measurement data were feasible. Parents valued the program and preliminary data analyses showed individual variation and group improvements in ankle range of motion, exercise capacity, gross motor function, mobility, and physical activity as well as maintenance of dietary practices, body mass index, sports participation, and quality of life.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".