Effectiveness of a 5-day summer handwriting camp for children ages 5 to 9 years old
Bibliographic record
Abstract
With handwriting being limitedly taught in schools; high intensity, summer handwriting camps may resolve the numerous handwriting rehabilitation referrals of school-aged children. To improve handwriting, a 5-day (3-hr/daily session) summer camp was created for children (ages 5–9 years old). Thirty children (ages 5–9) were given manuscript instruction and 16 children (ages 7–9) were given cursive instruction. Handwriting was assessed via the Test of Handwriting Skills: Bus (letter recall) and Horse (letter formation) subtests. Participants’ manuscript and cursive skills significantly improved (p < 0.05) and the subtests positively correlated post intervention (p < 0.05). Thus, a high intensity, 5-day handwriting camp may improve handwriting skills.
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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 | 0.005 | 0.001 |
| 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".