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Record W2771937993 · doi:10.3399/bjgpopen17x101217

An evaluation of the clinical skills and experience within an orthopaedic Integrated Clinical Assessment and Treatment Service

2017· article· en· W2771937993 on OpenAlexafffund
Simon Feist-Wilson, Neil Heron

Bibliographic record

VenueBJGP Open · 2017
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal Disorders and Rehabilitation
Canadian institutionsQueen's University
FundersPublic Health AgencyNational Institute for Health and Care ResearchNorthern Ireland Chest Heart and StrokeCanadian Institute for Theoretical Astrophysics
KeywordsWorkloadMedicineService (business)Inclusion (mineral)Northern irelandService delivery frameworkGeneral practicePhysical therapyFamily medicineMedical educationPsychology

Abstract

fetched live from OpenAlex

BACKGROUND: General practice in the UK is 'in crisis'. With 20% of GP workload relating to musculoskeletal (MSK) problems, an orthopaedic Integrated Clinical Assessment and Treatment Service (ICATS) could help support assessment of these patients in primary care, alleviating pressure on GPs. However, practitioners in ICATS must be trained appropriately to ensure its effectiveness. AIM: This evaluation aimed to identify the training levels of doctors in one Northern Ireland orthopaedic ICATS system, what their future training needs are, and suggestions for how this service could be improved to better support general practice. DESIGN & SETTING: A questionnaire study in an orthopaedic ICATS, Northern Ireland. METHOD: All seven doctors working within the Southern Trust orthopaedic ICATS were asked to complete a questionnaire detailing their training and experience in MSK medicine. Their views on how the service could be improved were elicited. RESULTS: Six of seven questionnaires were returned. All responders were Members of the Royal College of General Practitioners (MRCGP), while five of six held a Diploma in Sports and Exercise Medicine (Dip SEM). Half of responders suggested that MSK ultrasound could be beneficial within ICATS. However, it was viewed that extensive training would be required before paediatric MSK patients could be included. CONCLUSION: High levels of training and experience were reported by responders, suggesting ICATS provides a high-level MSK service. Furthermore, it was noted that inclusion of MSK ultrasound and paediatric patients into this service could be beneficial but not without undertaking further training. With appropriate funding and support the ICATS service has the potential to expand the clinical services it offers to general practice, helping to reduce work pressures in primary care at this time of crisis for UK general practice.

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 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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.194
Threshold uncertainty score0.213

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.147
GPT teacher head0.536
Teacher spread0.388 · 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 teacher head, not a consensus.

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

Citations3
Published2017
Admission routes2
Has abstractyes

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