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Record W4200074259 · doi:10.5435/jaaos-d-20-01329

Poor Outcomes After Anterior Impaction Pilon Fractures

2021· article· en· W4200074259 on OpenAlexaff
Sally Jo, Justin Tilan, Christopher M. McAndrew, Anna N. Miller

Bibliographic record

VenueJournal of the American Academy of Orthopaedic Surgeons · 2021
Typearticle
Languageen
FieldMedicine
TopicBone fractures and treatments
Canadian institutionsObject Research Systems (Canada)
Fundersnot available
KeywordsMedicineSubluxationImpactionRadiographySurgeryImplantOsteoarthritisPilon fractureCoronal planeRetrospective cohort studyRadiologyExternal fixation

Abstract

fetched live from OpenAlex

INTRODUCTION: Pilon fractures occur through high-energy axial-loading trauma and are frequently associated with complications. The goal of this study was to assess whether anterior impaction (AI) tibial pilon fractures are associated with increased rates of posttraumatic osteoarthritis (PTOA), secondary surgeries, and lower patient-reported outcomes compared with patients with non-AI pilon fractures. METHODS: In this retrospective cohort study, 52 pilon fractures in 50 patients were included. The average follow-up was 25 months (range, 12 to 62 in non-AI and 12 to 66 in AI). The Kellgren and Lawrence (KL) score for PTOA, tibiotalar ratio for anterior-posterior talar subluxation, coronal tibiotalar angle, Patient-Reported Outcomes Measurement Information System score, and rates of secondary surgeries and infection were assessed. RESULTS: The AI group showed radiographic evidence of more advanced PTOA at the final follow-up (KL score 3.1 vs. 2.5, P = 0.021) and a higher rate of implant removal for pain (39% vs. 13%, P = 0.030). AI also had greater anterior talar subluxation on preoperative (P < 0.001) and final follow-up radiographs (P = 0.026). A higher KL score was associated with greater anterior talar displacement on preoperative (r = -0.421, P = 0.003) and final follow-up radiographs (r = -0.359, P < 0.009). No differences were seen in 1-year Patient-Reported Outcomes Measurement Information System scores. DISCUSSION: AI pilon fractures are associated with recurrent anterior talar subluxation, more severe PTOA, and a higher rate of implant removal for pain compared with non-AI fractures.

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 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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.431

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.014
GPT teacher head0.319
Teacher spread0.305 · 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 teacher head, 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

Citations5
Published2021
Admission routes1
Has abstractyes

Explore more

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