MétaCan
Menu
Back to cohort
Record W2884383352 · doi:10.1080/19411243.2018.1496868

Effectiveness of a 5-day summer handwriting camp for children ages 5 to 9 years old

2018· article· en· W2884383352 on OpenAlexfundno aff
Mackenzie Benning, Stephanie Lemkuil, Ashley L. Sullivan, Christine Möser, Meghan Watry-Christian, Reivian Berrios Barillas

Bibliographic record

VenueJournal of Occupational Therapy Schools & Early Intervention · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicWriting and Handwriting Education
Canadian institutionsnot available
FundersConcordia University
KeywordsHandwritingSession (web analytics)RecallPsychologyAudiologyTest (biology)MedicineDevelopmental psychologyComputer scienceCognitive psychologyArtificial intelligenceBiology

Abstract

fetched live from OpenAlex

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.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.097
Threshold uncertainty score0.347

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.057
GPT teacher head0.412
Teacher spread0.355 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations7
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Occupational Therapy Schools & Early InterventionSame topicWriting and Handwriting EducationFrench-language works237,207