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Record W2119866175 · doi:10.2182/cjot.2012.79.4.2

Reflections on the Professionalization of Occupational Therapy: Time to Put down the Looking Glass

2012· article· en· W2119866175 on OpenAlexafffundvenueabout
J. E. Cooper

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2012
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsUniversity of Manitoba
FundersOntario Society of Occupational Therapists
KeywordsProfessionalizationOccupational therapyAutonomyMedicinePsychologyPolitical sciencePhysical therapyLaw

Abstract

fetched live from OpenAlex

BACKGROUND: Many changes have occurred in occupational therapy and its environment during the last 50 years. Despite major advances, occupational therapy is not well-known by the general public and concern remains about its professional status. PURPOSE: To review "professionalization," and relate it to occupational therapy through reflection on major changes and critical events; to analyze the current status of occupational therapy; and to make suggestions for change. KEY ISSUES: Professionalization is a dynamic, ongoing process; occupational groups achieve professional status through recognition by society, not by meeting a set list of criteria. A framework for professionalization allows examination of constraints on occupational autonomy and weighing of issues affecting internal and external dynamics. Application of the framework identified that occupational therapy in Canada today is mostly focused on its internal dynamic. IMPLICATIONS: To maintain and advance its professional status, occupational therapy must focus to the external dynamic to improve its recognition by the general public.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.045
metaresearch head score (Gemma)0.073
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.981
Threshold uncertainty score0.383

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0450.073
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0190.037
Scholarly communication0.0150.019
Open science0.0050.010
Research integrity0.0170.043
Insufficient payload (model declined to judge)0.0050.001

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 head0.419
GPT teacher head0.553
Teacher spread0.133 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
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

Citations19
Published2012
Admission routes4
Has abstractyes

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