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Record W4380870191 · doi:10.23750/abm.v94i3.14487

Outcomes at 2 years follow-up of sacral fractures associated with unstable vertical pelvic ring injuries in obese patients: a multicentric retrospective study.

2023· article· en· W4380870191 on OpenAlexaff
Francesco Liuzza, Amarildo Smakaj, Giuseppe Rovere, Domenico De Mauro, Giuseppe Rollo, Rocco Erasmo, Andrea Fidanza, Predrag Gruobor, Luigi Meccariello

Bibliographic record

VenuePubMed · 2023
Typearticle
Languageen
FieldMedicine
TopicPelvic and Acetabular Injuries
Canadian institutionsKellogg's (Canada)
FundersUniversità Cattolica del Sacro Cuore
KeywordsMedicineConcomitantRadiological weaponRetrospective cohort studyPelvic fractureSurgeryDemographicsInjury Severity ScorePelvisPoison controlInjury preventionEmergency medicine

Abstract

fetched live from OpenAlex

BACKGROUND AND AIM: Sacral fractures with concomitant unstable pelvic ring injuries are severe conditions which occur in patients involved in high-energy trauma. When operative treatment is required, high surgical experience on the field is mandatory, especially in a sub-polpulation of obese patients which have increased risk of complications. The aim of this multicentric retroscpective study was to describe and analyze clinical and radiological outcomes of sacral vertical fractures in obese patients with a minimum of 2 years follow-up. Methods: A total of 121 pelvic fractures admitted to Emergency Departments of three II level trauma centres from April 2015 to April 2021 were retrospectively reviewed. Demographics, injury mechanism, surgical data and complications were collected. The quality of life and the pelvic function were respectively measured by SF-12 questionnaires, Denis Work Scale and Majeed Score. The inter-rater agreement between the clinical scores and the Denis Work Scale was assessed. Results: A total of 19 patients were included in the study. The average follow up was 41.16 months. The average BMI was 38.63 and the mean abdominal circumference was 128.10 cm. The average Majeed and SF-12 scores were respectively 66.47 and 74.32. Five patients were able to return to their previous employment. The post traumatic life's quality and related dysfunctions are influenced by the high BMI. Conclusions: Faster recovery and early weight-bearing should be persued in order to minimize complications, expecially in obese patients. In these sample of patients, "triangular osteosynthesis" was the best treatment choice for sacral vertical 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 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)0.001
metaresearch head score (Gemma)0.001
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 score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.013
GPT teacher head0.254
Teacher spread0.241 · 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

Citations5
Published2023
Admission routes1
Has abstractyes

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