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Record W4408534426 · doi:10.3138/ptc-2024-0014

Implementation of an Advanced Practice Physiotherapy Clinical Placement in Paediatric Rheumatology: A Case Report

2025· article· en· W4408534426 on OpenAlexaffvenue
J. Lynwood Herrington, H Li, Karen Beattie, Susan Robarts, Alison Rushton, Jasdeep Dhir

Bibliographic record

VenuePhysiotherapy Canada · 2025
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsWestern UniversityHamilton Health SciencesCanadian Physiotherapy AssociationLondon Health Sciences CentreMcMaster Children's HospitalMcMaster UniversityRobarts Clinical TrialsPopulation Health Research Institute
Fundersnot available
KeywordsMedicineRheumatologyPhysical therapyClinical PracticeInternal medicineMedical physics

Abstract

fetched live from OpenAlex

Purpose: To describe the implementation and reflections of an entry-level physiotherapy student clinical placement with an advanced physiotherapist practitioner (APP) in paediatric rheumatology. Method: A 7-week physiotherapy clinical placement consisting of 2 days/week supervised by an APP and 3 days/week supervised by a traditional physiotherapist was offered to a student in an entry-level Master of Science (MSc) Physiotherapy (PT) programme. Results: Student performance assessments included a learning contract and the Assessment of Clinical Performance tool. Final assessment in the traditional physiotherapy section aligned with expected MSc (PT) benchmarks. Applicable domains of the original Assessment of Clinical Performance (e.g., communication, professionalism) aligned with the advanced practice portion of the placement. Reflections included strengths of providing exposure and increased awareness of the APP role and providing a placement to practise core physiotherapy skills. Challenges included lack of standardization of APP roles contributing to difficulties in establishing delegation and expectations in the placement. Conclusions: Awareness of APP roles is limited, particularly among physiotherapy students. Developing student clinical placements in advanced practice roles may increase awareness while supporting clinical education opportunities in entry-level physiotherapy curricula. This case report offers insight into one APP clinical placement experience with recommendations for developing similar placement models.

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)0.002
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0020.002
Open science0.0030.004
Research integrity0.0060.008
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 head0.025
GPT teacher head0.528
Teacher spread0.503 · 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 designCase report
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

Citations0
Published2025
Admission routes2
Has abstractyes

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