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Record W4411977507 · doi:10.1186/s10195-025-00863-w

The role of early weight bearing in the aftertreatment of unilateral displaced intraarticular calcaneal fractures: a systematic review and pooled analysis

2025· review· en· W4411977507 on OpenAlex
Coen Verstappen, Mitchell L. S. Driessen, Lloyd Brandts, Michael J. Edwards, Martijn Poeze, Erik Hermans, Pishtiwan H. S. Kalmet

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

VenueJournal of Orthopaedics and Traumatology · 2025
Typereview
Languageen
FieldMedicine
TopicFoot and Ankle Surgery
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineOrthopedic surgerySports medicineWeight-bearingRheumatologyMeta-analysisCalcaneal fractureInternal medicineCalcaneusSurgeryPhysical therapy

Abstract

fetched live from OpenAlex

BACKGROUND: Displaced intraarticular calcaneal fractures (DIACFs) remain a complex challenge in orthopedic practice due to their complexity and the intricate nature of surgical interventions. While surgical techniques have evolved, postoperative rehabilitation is equally crucial for achieving optimal outcomes. This systematic review evaluates the effects of early weight bearing (EWB) in surgically treated patients with unilateral DIACFs on patient-reported outcomes, health-related quality of life, postoperative pain, differences in Böhler's angle, and complication rates. METHODS: A systematic literature search was performed across PubMed, Embase, and Cochrane Library up to January 2025. Eligible studied included adults (≥ 18 years) who underwent surgery for unilateral DIACFs (Sanders type II-IV), implemented an EWB protocol, reported at least one patient-reported outcome, and were published from 2000 onward. Data extraction and quality assessment were conducted using the Newcastle-Ottawa Scale. RESULTS: From 1007 identified records, 20 studies (n = 1051 DIACFs) met the inclusion criteria. Pooled results showed a mean American Orthopedic Foot and Ankle Society (AOFAS) Score of 85.7, Maryland Foot Score of 91.1, and visual analog score of 1.9. The analysis revealed a decline of 0.4 degrees in Böhler's angle from postoperative to last follow-up. The overall complication rate was 13.9%. CONCLUSIONS: EWB protocols appear to be safe and beneficial in the postoperative management of DIACFs, yielding favorable outcomes without increased complication rates. These findings support the reconsideration of current conservative weight-bearing guidelines. Future research should focus on the development of standardized, evidence-based after-treatment guidelines. Level of evidence Level I. Trial registration PROSPERO CRD42022280985.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.223
Threshold uncertainty score0.392

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0000.001
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 head0.008
GPT teacher head0.297
Teacher spread0.289 · 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