MétaCan
Menu
Back to cohort
Record W4416222089 · doi:10.1177/15394492251382465

Parenting and Occupational Therapy: An Exploration of Global Practice

2025· article· en· W4416222089 on OpenAlexaff
Margaret McGrath, Anne Honey, Fidaa Almomani, Yu‐Wei Chen, Yvonne Codd, Junghun Aj Kim, Masafumi Kunishige, Rodolfo Morrison, Jessica Peterson, Evelina Pituch, Muhammad Hibatullah Romli, Deena Rozen, Rachel Sabbah, Hassan Izzeddin Sarsak, Elaine Saunders, So Sin Sim, Hwei Lan Tan, Farahiyah Wan Yunus, Wong Wing Tung, Veronica O. Mara, John V. Rider

Bibliographic record

VenueOTJR Occupational Therapy Journal of Research · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsThe Scarborough HospitalUniversity of Toronto
Fundersnot available
KeywordsOccupational therapyIntervention (counseling)Clinical PracticeOccupational safety and healthParenting skills

Abstract

fetched live from OpenAlex

Occupational therapists recognize parenting as within their scope; however, little is known about how this translates to practice with adult clients with disabilities or other challenges. We sought to describe contemporary global occupational therapy practice for parenting with adult clients, including assessment and interventions. A cross-sectional e-survey designed for the study was implemented in eight languages. Participants were recruited using convenience sampling. Responses were received from 1,357 occupational therapists across 42 countries. Of these, 43.1% ( n = 586) frequently ask their clients who are parents about parenting roles and occupations, while 34.2% ( n = 465) frequently or very frequently address parenting concerns. Assessments typically relied on informal approaches or the use of broad measures of occupational performance. The most frequently reported parenting intervention was the provision of education and training in parenting skills. Occupational therapy practice for parenting remains underdeveloped, with limited evidence of comprehensive occupational therapy assessment or intervention.

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)0.012
metaresearch head score (Gemma)0.003
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 score0.115
Threshold uncertainty score0.888

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.004
Open science0.0010.000
Research integrity0.0000.001
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 head0.506
GPT teacher head0.644
Teacher spread0.138 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueOTJR Occupational Therapy Journal of ResearchSame topicOccupational Therapy Practice and ResearchFrench-language works237,207