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Record W4414498259 · doi:10.26681/jote.2025.090109

An Environmental Scan of Preparation for Occupational Therapy Intraprofessional Collaboration in Ontario

2025· article· en· W4414498259 on OpenAlexaffabout
Teresa R. Avvampato, Mark Hall, Dianna Fong-Lee, Marcia Finlayson

Bibliographic record

VenueJournal of Occupational Therapy Education · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsQueen's UniversityUniversity of Alberta
Fundersnot available
KeywordsCompetence (human resources)Quality (philosophy)Occupational therapyKey (lock)Environmental quality

Abstract

fetched live from OpenAlex

Intraprofessional collaboration between occupational therapists (OTs) and occupational therapist assistants (OTAs) is important for safe, effective, and efficient occupational therapy services. However, challenges such as role misunderstandings in Canada exist, which impact OT-OTA intraprofessional collaboration and the quality of care provided. This study aimed to reveal the OT-OTA intraprofessional collaboration preparation taking place in Ontario, Canada, during entry-to-practice education. An explanatory sequential environmental scan was conducted, which involved a survey distributed to OT and OTA educators, followed by six focus groups: two with OT educators, two with OTA educators, and two with OT and OTA recent graduates. Key findings revealed an opportunity and a need to develop ready-made, easy-to-use foundational online resources to support OT-OTA intraprofessional collaboration preparation in the Canadian context. The environmental scan revealed distinct competencies, skills, and attitudes that must be addressed and explicitly taught for effective OT-OTA intraprofessional collaboration. Participants emphasized that while ready-made online resources are needed to address existing knowledge gaps, scaffolded real-world OT-OTA interactions are also required to develop OT-OTA competence in intraprofessional collaboration. Contact theory provides insight into these findings. This study presents the initial phase in a broader initiative that created, disseminated, and evaluated resources designed to support OT-OTA intraprofessional collaboration across Canada.

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)0.002
metaresearch head score (Gemma)0.000
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 score0.059
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.142
GPT teacher head0.561
Teacher spread0.419 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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