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Record W4364375533 · doi:10.1016/j.asmr.2023.02.010

Total Knee Arthroplasty After Meniscectomy Is More Likely in Patients With Bicompartmental or Complex Tears

2023· article· en· W4364375533 on OpenAlexaff
Elyse J. Berlinberg, Melissa Song, Lakshmanan Sivasundaram, Harsh H. Patel, Randy Mascarenhas, Brian Forsythe

Bibliographic record

VenueArthroscopy Sports Medicine and Rehabilitation · 2023
Typearticle
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsPan Am Clinic
FundersStrykerArthrex
KeywordsTearsMedicineMedial meniscusSurgeryOsteoarthritisArthroplastyMeniscusPopulationIncidence (geometry)Pathology

Abstract

fetched live from OpenAlex

Purpose To determine the relationship between meniscus tear morphologies, stratified by location and pattern, and knee arthroplasty rates in a commercial insurance population. Methods The PearlDiver database was queried for patients ≥35 years old with a meniscus tear of specified laterality and ≥2 years follow‐up between 2015 and 2018. Two analyses were conducted with cohorts matched on age, sex, Charlson Comorbidity Index, obesity, osteoarthritis (OA), and treatment (meniscectomy vs conservative): one with equal‐sized subgroups by tear location (medial only, lateral only, or both medial and lateral) and another by tear pattern (bucket‐handle, complex, or peripheral). The rate of subsequent total knee arthroplasty (TKA) was compared between matched groups. Results In total, 129,987 patients (mean age: 57.8 ± 10.5 years) were matched by tear location; 1,734 patients with medial‐only tears (4.0%), 1,786 with lateral‐only tears (4.1%), and 2,611 with medial plus lateral tears (6.0%) underwent a TKA within 5 years ( P < .001). Patients with both medial and lateral tears were 1.55‐fold more likely to undergo TKA. In total, 24,213 patients (mean age: 56.0 ± 10.5 years) were matched by tear pattern; 296 patients with bucket‐handle tears (3.7%), 373 with complex tears (4.6%), and 336 with peripheral tears (4.2%) underwent TKA ( P = .01). Patients with complex tears were 1.29‐fold more likely to undergo TKA than patients with bucket‐handle tears ( P = .002). Conclusions In matched cohorts of patients with degenerative meniscus tears, having both medial plus lateral tears conferred a 1.5‐fold risk of TKA, whereas complex tears conferred a 1.3‐fold risk within 5 years. Specific meniscal tear patterns and locations harbor varying risk in progressing to end‐stage knee OA, and these data may help counsel patients about their likelihood of progressing to end‐stage OA warranting an arthroplasty procedure. Level of Evidence Level III, retrospective comparative study.

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)0.000
metaresearch head score (Gemma)0.002
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 score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
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 head0.008
GPT teacher head0.282
Teacher spread0.274 · 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

Citations3
Published2023
Admission routes1
Has abstractyes

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