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Record W4408089635 · doi:10.1111/os.70007

Does Robotic‐Assisted Total Knee Arthroplasty Improve Outcomes of Adult Osteoarthritis Patients—A Systematic Review and Trial Sequential Meta‐Analysis

2025· review· en· W4408089635 on OpenAlex
Haiying Yue, Guoqiang Ding, Huaxin Li, Jun Zeng, Xiaodan Jiang, Zongdong Zhu, Hua Jiang

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueOrthopaedic Surgery · 2025
Typereview
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineMeta-analysisOsteoarthritisArthroplastyTotal knee arthroplastyRandomized controlled trialSurgerySystematic reviewPhysical therapyMEDLINEInternal medicineAlternative medicine

Abstract

fetched live from OpenAlex

ABSTRACT Background and Objectives Total knee arthroplasty (TKA) is a standard treatment for end‐stage knee osteoarthritis (KOA). While conventional TKA (cTKA) is widely used, robotic‐assisted TKA (rTKA) has gained attention for its potential precision and improved outcomes. However, the comparative efficacy and safety of rTKA versus cTKA remain unclear due to inconsistent findings in existing studies. This study aims to systematically review and compare the efficacy and safety of rTKA and cTKA in patients with KOA. Methods A total of seven databases were searched. Only randomized controlled trials (RCTs) were included in this systematic review. Subgroup analysis, sensitivity analysis, and trial sequential analysis (TSA) were used to evaluate the stability of the results. Results Twenty‐five RCTs involving 3156 patients with KOA were included. The only statistically significant clinical difference between patients who received rTKA and cTKA was that the rTKA group was associated with a longer operative duration (MD = 22.38 mins; 95% confidence interval [CI] [12.86, 31.91]; p < 0.00001; I 2 = 98%). As for functional parameters, the two groups had similar results in postoperative Knee Society Score (KSS), the Western Ontario and McMaster Universities (WOMAC), and Hospital for Special Surgery Score (HSS). Regarding the tibiofemoral angle and the coronal femoral component angle, no significant difference was observed between the two groups. Patients in the rTKA group had a higher hip–knee–ankle angle (HKA) (MD = 0.63; 95% CI [0.23, 1.03]; p = 0.002; I 2 = 52%), lower HKA deviation (MD = −0.99; 95% CI [−1.24, −0.74]; p < 0.00001; I 2 = 0%), and a higher coronal tibial component angle (MD = 0.46; 95% CI [0.07, 0.85]; p = 0.02; I 2 = 81%) after the surgery. Conclusions While rTKA appears to be a feasible and safe alternative to cTKA, the mixed evidence from our study highlights the need for further research to fully understand its clinical implications and long‐term outcomes. Trial Registration: PROEPERO: CRD42024541052

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.

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)0.002
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Meta-epidemiology (broad)
Consensus categoriesMeta-epidemiology (narrow), Meta-epidemiology (broad)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.667
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0280.016
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.026
GPT teacher head0.294
Teacher spread0.268 · 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