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Record W4404773432 · doi:10.1108/ijot-11-2024-040

Letter to the editor

2024· letter· en· W4404773432 on OpenAlexaffabout
Lori Letts, Nicole Bobbette, Cara L. Brown, Andrew Freeman, Carri Hand, Leanne Leclair, Angie Phenix, Helene Sabourin, Josee Seguin, Kaarina Valavaara, Pamela Wener, Catherine Donnelly

Bibliographic record

VenueIrish Journal of Occupational Therapy · 2024
Typeletter
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsDalhousie UniversityUniversity of ReginaUniversité LavalCanadian Association of Occupational TherapistsWestern UniversityUniversity of ManitobaQueen's UniversityMcMaster University
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

In Canada, primary care reform has focused on the need for team-based models of service delivery. There is need to ensure that clinicians as well as students in health professional programs are prepared for team-based primary care practice.Our project aimed to develop online modules to enhance the capacity of occupational therapy learners and practitioners to practice in primary care teams across the country.The first module used a consensus methodology with representatives from physiotherapy, social work, speech and language, audiology and dietitians to identify foundational knowledge on primary care. A pan-Canadian team, supported by the Canadian Association of Occupational Therapists (CAOT) and a community advisory group, developed the second module, focused on occupational therapy roles in primary care. An evaluation framework was developed, and modules were piloted in two Canadian occupational therapy programs.Through a collaborative, interprofessional process we created two evidence-based online modules. The first, an introduction to primary care, addresses the values and principles of collaborative primary care and models of team-based primary care. The second focuses on how to integrate and work in primary care teams using the occupational therapist’s unique lens including assessments, interventions and a focus on equity and access. Pilot study results support the value of both modules.Evidence-based on-line modules will be available to occupational therapists and entry-level university programs.Occupational therapists globally may benefit from the modules, as more occupational therapy positions are approved in primary care settings.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.286
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.010
Insufficient payload (model declined to judge)0.0030.004

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 head0.280
GPT teacher head0.527
Teacher spread0.247 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreCommentary

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
Published2024
Admission routes2
Has abstractyes

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