An Exploratory Study: Undergraduates’ Perspectives on how Threshold Concepts Influence Professional Identity
Bibliographic record
Abstract
Background. Threshold concepts are key to professional identity development, transforming the way individuals think, act, and perceive the world. Purpose. To understand how occupational therapy students describe their professional identity, its importance, and how threshold concepts contribute to identity. Method. Mixed-method survey of final-year occupational therapy students ( n = 58) at an Australian University. Findings. (i) High agreement on most identity and threshold questions; but up to 24% uncertain about confidence/competence in understanding specific concepts; (ii) occupation-focus is unique to our professional identity; (ii) identity develops over time; (iii) occupation-based, client-centered, and evidence-based practices are central to thinking like and becoming an occupational therapist; and (iv) practice education provides context for threshold concepts to be transformative. Implications. Identity is defined by a focus on occupation and its relationship to health. Traversing threshold concepts through academic and practice education is essential to developing professional identity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.008 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".