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Record W2943420116 · doi:10.1177/0008417419832457

An occupational therapy community development practice process

2019· article· en· W2943420116 on OpenAlexfundvenueaboutno aff
Leanne Leclair, Heidi Lauckner, Cynthia Yamamoto

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2019
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
FundersCanadian Occupational Therapy Foundation
KeywordsOccupational therapyProcess (computing)Process managementPsychologyMedicineBusinessPhysical therapyComputer science

Abstract

fetched live from OpenAlex

BACKGROUND.: Little research has focused on the application of the Canadian Practice Process Framework (CPPF) to occupational therapists' work in community development (CD). PURPOSE.: This study sought to describe Canadian occupational therapists' CD practice processes. METHOD.: Using interpretive description, Canadian occupational therapists engaged in CD practice participated in an initial interview and follow-up interview or focus group. Content analysis was used to analyze the data. FINDINGS.: Eight occupational therapists participated in describing a process that focused on five key elements: (1) getting to know the community, (2) getting the ball rolling/planning together, (3) building (upon) occupational opportunities, (4) revisiting the approach, and (5) striving for sustainability. These elements occurred within a practice context and frames of reference related to CD practice. IMPLICATIONS.: Participants outlined a process that was less discrete than the CPPF and highlighted the knowledge and skills needed along with the less tangible attitudes/approaches required to engage with communities.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.319
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.404
GPT teacher head0.562
Teacher spread0.158 · 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.

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

Citations12
Published2019
Admission routes3
Has abstractyes

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