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Record W2159706150 · doi:10.3138/ptc.2010-09

Perceptions of Physiotherapy Best Practice in Total Knee Arthroplasty in Hospital Outpatient Settings

2010· article· en· W2159706150 on OpenAlexafffundvenueabout
Sampa Samanta Majumdar, Mary Luccisano, Cathy Evans

Bibliographic record

VenuePhysiotherapy Canada · 2010
Typearticle
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsLife Prediction Technologies (Canada)University of TorontoLeukemia & Lymphoma Society of CanadaToronto Public Health
FundersUniversity of Toronto
KeywordsMedicinePhysical therapyTotal knee arthroplastyArthroplastyPhysical medicine and rehabilitationSurgery

Abstract

fetched live from OpenAlex

PURPOSE: The primary purpose of this study was to examine experienced physiotherapists' perceptions of best practices for patients following total knee arthroplasty (TKA) in publicly funded outpatient hospital settings in the Greater Toronto Area (GTA). The secondary objective was to identify the facilitators of and barriers to implementing best practices in the subacute phase of rehabilitation. METHODS: A qualitative, descriptive, focused ethnographic approach was used to explore physiotherapists' perceptions of best practices for patients with TKA. In-depth semi-structured interviews were conducted with expert physiotherapists acting as key informants. A snowball sampling method was used to recruit physiotherapists in the GTA. Interviews were conducted in person by two of the investigators. RESULTS: Physiotherapists from seven acute-care hospitals in the GTA participated in the study. Analysis of the 140 pages of transcripts from the interviews with 10 physiotherapists revealed that participants perceived best practices as encompassing the adoption of a client-centred approach; inter-professional collaboration; aggressive rehabilitation for patients who are unsuccessful in achieving their outcomes; the use of relevant outcome measures; and consideration of the impact of scarce resources on care. CONCLUSIONS: The findings of this study highlight physiotherapists' perceived best practices for patients with TKA and the unique contribution that hospital-based outpatient physiotherapy can make to patients' rehabilitation.

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)0.017
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.126
Threshold uncertainty score0.251

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.003
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.003
GPT teacher head0.264
Teacher spread0.261 · 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".

Quick stats

Citations6
Published2010
Admission routes4
Has abstractyes

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