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Record W4378835949 · doi:10.1080/14473828.2023.2214755

Occupational therapy and its roles in implementing the WHO/UNICEF global report on assistive technology

2023· article· en· W4378835949 on OpenAlexaff
Natasha Layton, Melanie Hoyle, Adam Lo, Libby Callaway, Emma Smith, Rosalie H. Wang, Katarina Baudin, Cecilia Pettersson, Rosemary Joan Gowran

Bibliographic record

VenueWorld Federation of Occupational Therapists Bulletin · 2023
Typearticle
Languageen
FieldHealth Professions
TopicAssistive Technology in Communication and Mobility
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsOccupational therapyAssistive technologyScope (computer science)Scope of practiceMedicineMedical educationPublic relationsNursingPolitical sciencePhysical therapyHealth careComputer science

Abstract

fetched live from OpenAlex

Occupational therapy, people, and assistive technology have a longstanding relationship. Occupational therapists have the broadest scope of allied health practice across the breadth of assistive products and advisory services. This commentary revisits key foundations of occupational therapy and assistive technology practice. It then examines the recent recommendations made within the inaugural WHO/UNICEF Global Report on Assistive Technology. Drawing on international exemplars of diverse practice and leadership linked to each of the report’s Recommendations, this article demonstrates core roles for occupational therapists as leaders and change agents in delivering on the imperatives identified for assistive technology and assistive technology users globally.

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)0.001
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 score0.163
Threshold uncertainty score0.981

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.132
GPT teacher head0.467
Teacher spread0.335 · 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

Citations2
Published2023
Admission routes1
Has abstractyes

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Same venueWorld Federation of Occupational Therapists BulletinSame topicAssistive Technology in Communication and MobilityFrench-language works237,207