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Record W3216510998 · doi:10.5014/ajot.2021.049090

Occupational Science Concepts Essential to Occupation-Based Practice: Development of Expert Consensus

2021· article· en· W3216510998 on OpenAlexaff
Catherine L. Backman, Charles Christiansen, Barbara Hooper, Doris Pierce, M. Pollie Price

Bibliographic record

VenueAmerican Journal of Occupational Therapy · 2021
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsOccupational therapyDelphi methodDelphiPsychologyOccupational scienceMedicineMedical educationComputer sciencePhysical therapyArtificial intelligence

Abstract

fetched live from OpenAlex

IMPORTANCE: What occupational science (OS) knowledge may be essential to occupational therapy practice has not been systematically explored. OBJECTIVE: To identify and gain expert consensus on OS concepts viewed as essential to occupational therapy practice. DESIGN: A complex, convergent mixed-methods Delphi design with an international panel of OS experts randomly assigned to two parallel groups. In Round 1, each group generated OS concepts; in Rounds 2 and 3, they rated the degree to which each concept was essential to occupational therapy. Data were analyzed separately for each group. A fourth round combined the two groups and used carefully merged concept definitions from both groups to validate consensus on essential concepts arising from the prior rounds. PARTICIPANTS: Fifty-two nominated experts from 22 countries who met a priori criteria participated in the 14-mo study. RESULTS: Of 62 experts invited, 52 (Group A = 24, Group B = 28) participated in the first round, and 42 (81%) completed the full-group final round. Eleven concepts met the consensus threshold (≥70%) established for the study. Additional analysis compared parallel- and full-group results to carefully discern conceptual similarities and differences, especially with near-consensus concepts. CONCLUSIONS AND RELEVANCE: Substantial expert agreement was established for several OS concepts viewed as essential, providing a basis for future studies to refine the concepts for occupational therapy education and practice. What This Article Adds: The results of this research provide a systematically derived preliminary basis for selecting OS content for occupational therapy educational programs and preliminary concepts for organizing OS knowledge germane to occupational therapy practice.

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)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.373
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.145
GPT teacher head0.556
Teacher spread0.411 · 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

Citations11
Published2021
Admission routes1
Has abstractyes

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