MétaCan
Menu
Back to cohort
Record W4416207461 · doi:10.1302/1358-992x.2025.13.113

RESTORATION OF TIBIAL SLOPE IN PRIMARY TOTAL KNEE ARTHROPLASTY: RELATIONSHIP WITH POSTOPERATIVE OUTCOMES

2025· article· en· W4416207461 on OpenAlexaff
Asher Selznick, Prushoth Vivekanantha, Bryan Sun, Trevor Wood, Kamal Bali

Bibliographic record

VenueOrthopaedic Proceedings · 2025
Typearticle
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsMcMaster University
Fundersnot available
KeywordsRadiographyTotal knee arthroplastyArthroplastyPost-hoc analysisProsthesisImplantIntraclass correlationKnee Joint

Abstract

fetched live from OpenAlex

The posterior slope of the proximal tibial articular surface is a biomechanically important parameter in native knee kinematics and varies substantially between individuals. The purpose of this study was to investigate whether recreating the native tibial slope during a primary total knee arthroplasty improves post-operative patient function. A single-centre retrospective review was conducted of patients undergoing primary total knee arthroplasty between 1998 and 2022. A prospectively collected database for arthroplasty patients at our institution captures all patients undergoing hip and knee arthroplasty secondary to osteoarthritis, and includes patient demographics, implant characteristics, and Knee Society Scores (KSS) and Oxford Knee Scores (OKS). Scores are collected within three months prior to surgery, six weeks post-surgery, and either six months or one year post-surgery. Pre- and post-operative lateral knee radiographs were reviewed using a picture archiving and communication system. Tibial slope was measured from each radiograph using a previously validated method. A delta slope was calculated for each patient as the difference in measured tibial slope from pre- to post-surgery. Two trainees worked independently to perform the measurements, with thirty radiographs reviewed in duplicate. Inter-rater reliability was determined through calculation of the inter-rater correlation coefficient (ICC). Patients were classified as having a decrease in tibial slope (Group 1, Δ slope 3). A one-way analysis of variance (ANOVA) and Tukey's HSD post hoc test were conducted to determine if patient functional outcome scores differed between groups. Analysis was performed using custom Python scripts and calculated using SciPy, Pinguin, and statistical modules. A value of P < 0.05 was considered statistically significant. Of 9569 patients who underwent either a posterior-cruciate retaining (CR) or posterior-stabilized (PS) primary total knee arthroplasty for a diagnosis of osteoarthritis captured in the database between 1998 and 2022, 612 were eligible for inclusion in the current study. The present study included 231 males (38%) and 381 females (62%) with a mean age at surgery of 67 years (SD 8.2) and mean BMI 30.0 (12.4). The ICC for preoperative and postoperative slope measurements were 0.92 and 0.93, respectively, indicating excellent inter-rater reliability. Tibial slope was decreased in 279 (46%, Group 1), re-created in 259 (41%, Group 2), and increased in 82 (13%, Group 3) patients. Both KSS and OKS improved from pre- to post-surgery. Patients in Group 2 demonstrated a 4.4-point higher mean KSS at 6-weeks post TKA than patients in Group 1 (p=0.01, 95% CI: 0.94-7.89). Knee Society Scores at other time points and OKS at all time points did not differ between groups. In this large retrospective review of patients undergoing primary total knee arthroplasty, recreation of native pre-operative tibial slope was not associated with a clinically important difference in patient functional outcome scores.

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)0.001
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 score0.015
Threshold uncertainty score0.839

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 integrity0.0000.000
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 head0.011
GPT teacher head0.250
Teacher spread0.239 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueOrthopaedic ProceedingsSame topicTotal Knee Arthroplasty OutcomesFrench-language works237,207