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Record W4416647131 · doi:10.1177/00084174251397726

A Qualitative Observation Tool for Folding, Writing, and Cutting in School-Aged Children: Hands-On!

2025· article· en· W4416647131 on OpenAlexvenueno aff
Leila Faber, Esther Hartman, Dagmar F. A. A. Derikx, Maaike G. A. Steggink, Suzanne Houwen, Marina M. Schoemaker

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2025
Typearticle
Languageen
FieldPsychology
TopicChildren's Physical and Motor Development
Canadian institutionsnot available
Fundersnot available
KeywordsConstruct validityReliability (semiconductor)Concurrent validityConstruct (python library)Sample (material)Motor skillValidityQualitative research

Abstract

fetched live from OpenAlex

Background. Fine motor skills such as folding, writing, and cutting are daily activities of children, yet reliable, valid tools to qualitatively assess these skills remain limited. Purpose. To develop the Hands-On! observation tool and evaluate its reliability and validity in assessing fine motor skills in 5- to 10-year-old children. Method. Hands-On! was created using literature review and expert feedback to determine intratask components for folding, writing, and cutting. The sample included 178 typically developing children ( M age 8.06 ± 1.58 years, 47.8% boys). Inter- and intraobserver reliability were measured, alongside concurrent (duration and errors DCDDaily) and construct validity (age, sex) for each task. Findings. Moderate to very strong interobserver (folding 84.5%–84.9%, writing 81.8%–86.0%, cutting 75.4%–83.8%) and intraobserver reliability (folding 92.8%, writing 91.7%, cutting 93.7%) were found. Concurrent validity was supported by moderate to strong correlations between qualitative scores for folding (ρ duration = 0.624, ρ folds = −0.441) and cutting (ρ duration = 0.335, ρ errors = 0.377) with DCDDaily metrics, though no significant correlation was found for writing. Construct validity was supported for folding and cutting, with age and sex explaining 22.1% and 14.1% of the variance. Conclusion. Hands-On! is a reliable and valid qualitative observation tool for assessing fine motor skills in children, enhancing assessment practices, and informing effective interventions.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.098

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.027
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.105
GPT teacher head0.417
Teacher spread0.312 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations0
Published2025
Admission routes1
Has abstractyes

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