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Record W4411521450 · doi:10.52198/25.sti.45.os1880

Does Robotic-Assisted Functional Knee Positioning Result in Better Functional Outcomes One Year After Surgery

2025· article· en· W4411521450 on OpenAlexaboutno aff
Matthew L. Magruder, Emily Hampp, Melanie Caba, Laura Scholl, Kelly Taylor, Kevin Marchand, Michael A. Mont, Robert Marchand

Bibliographic record

VenueSurgical Technology Online · 2025
Typearticle
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsWOMACMedicineTotal knee arthroplastyOsteoarthritisArthroplastyOxford knee scoreImplantPhysical therapyMinimal clinically important differenceSurgeryRandomized controlled trial

Abstract

fetched live from OpenAlex

INTRODUCTION: Robotic-assisted total knee arthroplasty (TKA) allows surgeons to individualize implant placement based on soft tissue and bony anatomy, called functional knee positioning (FKP). We aimed to compare patient-reported outcome measures (PROMs) of mechanically aligned total knee arthroplasty (MA-TKA) with functionally positioned total knee arthroplasty (FP-TKA). MATERIALS AND METHODS: Patients who underwent primary MA-TKA and FP-TKA were propensity score matched 1:1 (145 MA-TKA: 145 FP-TKA cases) using a prospectively collected institutional dataset. For FP-TKA cases, the surgeon followed functional positioning principles, individualizing planned implant position to balance the knee prior to bone cuts while minimizing the need for soft tissue releases. For MA-TKA, cases were mechanically aligned and gap balanced using standard techniques. The postoperative reduced Western Ontario and McMaster Arthritis Score (r-WOMAC) Pain and Function scores were compared at six months and one year using average and t-tests. The length of stay (LOS), as well as knee extension and flexion at six weeks were compared. RESULTS: There was no statistically significant difference in the r-WOMAC pain and r-WOMAC function scores between both groups at six months; however, both trended towards the FP-TKA group. At one year, the r-WOMAC function scores significantly improved for the FP-TKA group compared to controls (2.94 vs. 4.38; p=0.02). There was no significant difference in the r-WOMAC pain scores at one year. The FP-TKA cohort required a shorter LOS compared to those who had MA-TKA (1.75 vs. 2.36; p<0.0001). There was no significant difference in flexion or extension at six weeks between groups (p=0.77 and 0.18, respectively). CONCLUSION: We demonstrate that patients who underwent FP-TKA trended toward functional improvements at six months and significant improvements in function at one year (which did not reach minimally clinical important difference). Functional positioning strategies may improve patient-reported outcomes due to minimizing dissection and personalizing implant position.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.084
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.017
GPT teacher head0.265
Teacher spread0.249 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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