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Record W4307028264 · doi:10.21203/rs.3.rs-1981025/v1

Clinical outcomes and quality of life after Total Knee Replacement (TKR) - A systematic review

2022· review· en· W4307028264 on OpenAlexaboutno aff
Ambarish Dutta, Amatullah Sana Qadeer, Jennifer Rachel, Naline Gandhi, Abhilash Patra, Lipika Nanda, Sarit Kumar Rout, Jebamalar John, Aiswarya Anilkumar, Pratik Ramesh Dhopte

Bibliographic record

VenueResearch Square · 2022
Typereview
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsnot available
FundersMinistry of Health and Family Welfare
KeywordsWOMACTotal knee replacementMedicineOsteoarthritisPhysical therapyQuality of life (healthcare)Patient-reported outcomeKnee replacementArthroplastyEvidence-based medicinePhysical medicine and rehabilitationSurgeryAlternative medicine

Abstract

fetched live from OpenAlex

Abstract Background The current review aimed to refresh the existing evidence on clinical effectiveness of Total Knee Replacement (TKR) in various settings, using a wide follow-up window, and to examine the determinants influencing the success of TKR, so the evidence can be systematically synthesized. Methodology Studies only with pre-post study designs, measuring patient reported outcome measures (PROMs) at two time points, pre-TKR and post-TKR, were included. Commonly used PROMs, such as Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), Short Form (SF-36) were harmonized across studies from worst to best and in the range of 0-100 scale. Effect Sizes (ES) were computed using pre-post mean differences in PROMs, quantifying post-TKR changes in the OA-affected knee. Results A total of 27 studies were included in this review. During short-term follow-up (≤ 6 months), greater improvement in WOMAC components such as pain (ES = 2.0) and function (ES = 2.3) was observed as opposed to stiffness. There was an improvement in all the scales of SF-36 except general health post-TKR. Gender (female), co-morbidities and post-operative complications were associated with poor outcomes of TKR. Discussion Improvement in clinical outcomes and performance was observed after TKR, especially between 6 months and 1 year. There was less improvement in PROMs in the long term but without any deterioration within 10 years of follow-up period. Conclusion The overall findings of this review conclude the confirmation of older knowledge with fresh evidence that TKR is definitely a clinically effective and beneficial treatment for individuals with OA knee and that too in different settings. Systematic review registration The systematic review protocol was registered in INPLASY (Registration No: INPLASY202240166)

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)0.006
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.008
Threshold uncertainty score0.033

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.031
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0080.006
Bibliometrics0.0080.009
Science and technology studies0.0000.001
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.227
GPT teacher head0.521
Teacher spread0.294 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations1
Published2022
Admission routes1
Has abstractyes

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