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Change in reflections of physiotherapy students over time in clinical placements

2006· article· en· W2134946056 on OpenAlexaff
Jean Wessel, Hélène Larin

Bibliographic record

VenueLearning in Health and Social Care · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicReflective Practices in Education
Canadian institutionsMcMaster University
Fundersnot available
KeywordsCategorizationMedical educationScope (computer science)MedicinePsychologyReflection (computer programming)Qualitative researchClinical PracticePhysical therapySociologyComputer science

Abstract

fetched live from OpenAlex

Abstract Physiotherapy programmes are expected to develop reflective practitioners. Research has indicated that the reflections of senior students and clinicians are different from students beginning their clinical experience. However, most of these studies are cross‐sectional in nature. The purpose of this qualitative study was to describe the changes in the reflections of a group of physiotherapy students from their first to their third clinical placements. Subjects were 15 female students (mean age: 20.1 years) in an undergraduate physiotherapy programme in the United Arab Emirates. They wrote weekly entries in a journal during their first and third clinical placements. They described an event, their reaction to it and how it might affect their future behaviour. Two evaluators independently read and coded the content of all journals, and then worked together to categorize the data, rate the level of reflection of each weekly entry and develop themes. The levels of reflection and the themes from the two time periods were compared. Quotes from individual students from both time periods illustrated the changes in reflections. Students’ highest level of reflection for each entry ranged from level 1 (only described the event) to level 4 (gained a new understanding), with a slightly higher mean level of reflection during the third clinical placement. Themes derived from the journals were Professional behaviour, Learning, Self‐development, and Ethical issues, in the first placement, and Communication, Ethics, Learning, and Scope of practice, in the third placement. In the latter placement, students were more confident and more focused on the client compared with their first placement. Although the overall themes were somewhat similar in the first and third clinical placements, students broadened their perception of the roles and responsibilities of physiotherapists and of the ultimate impact of their actions on the patient.

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)0.005
metaresearch head score (Gemma)0.044
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.044
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.003
Scholarly communication0.0050.001
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.001

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 head0.075
GPT teacher head0.568
Teacher spread0.493 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations51
Published2006
Admission routes1
Has abstractyes

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