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Record W3091562711 · doi:10.2340/20030711-1000017

Preoperative physical therapy results in shorter length of stay and discharge disposition following total knee arthroplasty: A retrospective study

2019· article· en· W3091562711 on OpenAlexfundno aff
Sheldon R. Garrison, K Schenider, Maharaj Singh, Jennifer Lynn Pogodzinski

Bibliographic record

VenueJournal of Rehabilitation Medicine – Clinical Communications · 2019
Typearticle
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsnot available
FundersAurora Research Institute
KeywordsMedicineRetrospective cohort studyArthroplastyPhysical therapyTotal knee arthroplastySurgery

Abstract

fetched live from OpenAlex

Objective: Total knee arthroplasty is an effective surgical approach used to treat arthritis and knee trauma. Its utilization has grown, as has the accompanying financial impact, resulting in an equal need to advance physical therapy practice. One emerging approach improving patient outcomes and reducing cost is the inclusion of a preoperative physical therapy visit. The aim of this study was to quantify the economic impact of a standardized preoperative physical therapy visit in the healthcare setting. Design: This study is a retrospective review of 1,043 adult patients who underwent total knee arthroplasty. Methods: Patients who underwent total knee arthro-plasty were divided into those who received a prehab compared with those who did not. Results: Preoperative physical therapy resulted in a marked decrease in length of stay, with 37.1% of preoperative physical therapy patients leaving inpatient care on post-operative day 1 compared to 27.0% of the no preoperative physical therapy controls (p???0.001). Preoperative physical therapy also improved discharge disposition, with 41.6% of preoperative physical therapy patients returning home and utilizing outpatient services compared to 23.2% of controls (p???0.001). No effect on duration of care was observed. Conclusion: These data suggest that a single preoperative physical therapy visit improves key outcomes, both clinically and financially, following total knee arthroplasty.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.031
GPT teacher head0.387
Teacher spread0.356 · 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

Citations11
Published2019
Admission routes1
Has abstractyes

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Same venueJournal of Rehabilitation Medicine – Clinical CommunicationsSame topicTotal Knee Arthroplasty OutcomesFrench-language works237,207