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Record W4414663321 · doi:10.3390/jcm14196897

Single-Stage vs. Multi-Stage Reconstruction in Multi-Ligament Knee Injuries: A Systematic Review and Meta-Analysis of Outcomes and Complications

2025· review· en· W4414663321 on OpenAlexaff
Monketh Jaibaji, Omar Najim, Lisa Wood, L. van Niekerk, T.J. Bonner, Andrea Volpin

Bibliographic record

VenueJournal of Clinical Medicine · 2025
Typereview
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsMcMaster University
Fundersnot available
KeywordsArthrofibrosisRehabilitationComplicationSystematic reviewMEDLINE

Abstract

fetched live from OpenAlex

Background/objectives: Multi-ligament knee injuries (MLKIs) present complex surgical challenges, and there remains no consensus on whether single-stage or staged reconstruction yields superior outcomes. This study aimed to assess differences in complications, functional outcomes, and return-to-sport rates between single-stage and staged surgical approaches. Materials and Methods: A systematic review was conducted in accordance with PRISMA guidelines. Four databases (PubMed, Scopus, Embase, and the Cochrane Library) were searched for studies published between 2000 and 2025. Eligible studies reported surgical management of MLKIs and specified either single-stage or multi-stage reconstruction. Data on complications, functional scores (Lysholm), return to sport, rehabilitation protocols, and graft type were extracted and analyzed using descriptive statistics and study-level regression models. Results: A total of 43 studies encompassing 2086 patients were included (1900 single-stage; 186 multi-stage). Staged reconstruction was associated with a significantly lower rate of arthrofibrosis (1.95% vs. 7.29%; OR 3.96, p = 0.007), higher Lysholm scores (+4.7 points, p < 0.001), and higher return-to-sport rates (48% vs. 65%, p = 0.001) compared to single-stage. Use of synthetic grafts increased the risk of arthrofibrosis (OR 4.09, p = 0.031). Early mobilization and weightbearing were not associated with increased arthrofibrosis risk. Conclusions: Staged reconstruction may yield better functional outcomes and lower complication rates—particularly arthrofibrosis, compared to single-stage approaches. These findings support an individualized surgical strategy, guided by injury complexity, graft selection, rehabilitation goals, and patient-specific functional demands.

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)0.014
metaresearch head score (Gemma)0.033
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.019
Threshold uncertainty score0.076

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.033
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0190.037
Bibliometrics0.0080.008
Science and technology studies0.0010.001
Scholarly communication0.0040.002
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.334
GPT teacher head0.529
Teacher spread0.195 · 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 designMeta-analysis
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

Citations3
Published2025
Admission routes1
Has abstractyes

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