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Record W7056421507

Extended scope physiotherapists in the
\nemergency department: a literature review

2010· article· en· W7056421507 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUWE Research Repository (UWE Bristol) · 2010
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsStaffingScope (computer science)Scope of practiceEconomic shortageWork (physics)Patient careEmergency departmentBest practice
DOInot available

Abstract

fetched live from OpenAlex

© 2010 Maney Publishing. Background: Emergency departments (EDs) are one of the main providers of minor injury care in the UK. The use of extended scope physiotherapists (ESPs), independently managing patients from arrival to discharge, has not been widely considered in the UK or internationally. It is possible that ESPs will contribute to the staffing of the twenty-first-century EDs, and their role is gaining momentum in Australia, Canada, and several European counties. Objectives: The aim of the review was to establish the UK and international evidence for clinical effectiveness and cost efficiencies for ESPs independently managing a case load of 'minor injuries' in the ED setting. Methods: A comprehensive review of the published and non-published international literature was undertaken. Results: ESPs are independent professionals with pre-existing skills in the assessment and diagnosis of musculoskeletal injuries. Evidence was only found from UK hospitals regarding the clinical effectiveness and cost efficiencies. ESPs obtain equivalent clinical outcomes compared to the care provided by doctors of all grades, and they are likely to be equivalent in cost, but patients may take longer to return to normal activities when treated by an ESP. ESPs can work to existing ED protocols and achieve significantly higher patient satisfaction than other professional groups, but spend longer with patients. Conclusions: ESPs can provide a high standard of care at an affordable cost, whilst positively influencing patient satisfaction. The use of ESPs working in the ED, carrying out duties traditionally undertaken by doctors, could provide one of the solutions to staffing shortages in emergency care.

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.

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)0.002
metaresearch head score (Gemma)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.753
Threshold uncertainty score0.983

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0180.000

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 head0.015
GPT teacher head0.340
Teacher spread0.325 · 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