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Record W4285812356 · doi:10.1093/pch/pxac013

Advanced practice physiotherapy in paediatrics: Implementation results

2022· article· en· W4285812356 on OpenAlexaff
Véronique Drapeau-Zgoralski, Marie Beauséjour, Ariane-Sophie Painchaud, Marie‐Lyne Nault

Bibliographic record

VenuePaediatrics & Child Health · 2022
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsCentre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-MontréalHôpital du Sacré-Cœur de MontréalUniversité de SherbrookeUniversité de MontréalCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsMedicineReferralPhysical therapyOrthopedic surgeryPatient satisfactionCohortRetrospective cohort studyFamily medicineSurgeryInternal medicine

Abstract

fetched live from OpenAlex

Objectives: This study aimed to evaluate the implementation of an advanced practice physiotherapist (APP) clinic in our paediatric institution and assess APP and orthopaedic surgeon satisfaction. Methods: In this retrospective cohort study, all patient records from the APP clinic's second year (March 2017 to March 2018) at CHU Sainte-Justine were reviewed. These were compared with the records of patients seen by orthopaedic surgeons within the gait clinic the year before implementing the clinic. The following data were collected: demographic, professional issuing referral, reason for referral, consultation delay, clinical impression, investigation, and treatment plan. We also documented every subsequent follow-up to rule out any diagnostic change and identify surgical patients. Clinician satisfaction was assessed by the Minnesota Satisfaction and PROBES Questionnaires along with a short electronic survey. Results: Four hundred and eighteen patients were assessed by APPs and 202 by orthopaedic surgeons. APPs managed patients independently in 92.6% of cases. Nearly 86% of patients were discharged following the initial visit, and 7.4% were referred to a physiotherapist. Only 1% of APP patients eventually required surgery compared with nearly 6% in the orthopaedic group. The mean waiting time for consultation was greater in the APP group (513.7 versus 264 days). However, there was a significant reduction in mean waiting time over the last 3 months surveyed (106.5 days). Conclusions: The feedback from all clinicians involved was positive, with a greater mean score on the Minnesota Satisfaction and PROBES Questionnaire for APPs. The APP gait clinic appears to be an effective triage clinic. Level of evidence: III.

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)0.004
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.011
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.022
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.026
GPT teacher head0.458
Teacher spread0.432 · 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 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".

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Citations4
Published2022
Admission routes1
Has abstractyes

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