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Record W4414163832 · doi:10.1177/21925682251379358

Sacral and Pelvic Fractures: Historical Systems and Advancements with the AO Spine Classification

2025· review· en· W4414163832 on OpenAlexaff
Barry Ting Sheen Kweh, Alexander R. Vaccaro, Gregory D. Schroeder, José A. Canseco, Maximilian Reinhold, Mohamed M. Aly, Sebastian F. Bigdon, Mohammad El‐Sharkawi, Richard J. Bransford, Andrei Fernandes Joaquim, Harvinder Singh Chhabra, Emiliano Vialle, Rishi Mugesh Kanna, Charlotte Dandurand, F. Cumhur Öner, Jin Tee

Bibliographic record

VenueGlobal Spine Journal · 2025
Typereview
Languageen
FieldMedicine
TopicPelvic and Acetabular Injuries
Canadian institutionsVancouver General HospitalUniversity of British Columbia
Fundersnot available
KeywordsSacrumPelvisSystematic reviewRadiographyPelvic fracture

Abstract

fetched live from OpenAlex

Study DesignSystematic Review.ObjectivesTo detail every historical classification system of the sacrum and pelvis and their resultant integration into the encompassing AO Spine Sacral Injury Classification System.MethodsA systematic review of MEDLINE, EMBASE and Cochrane Databases was performed in keeping with the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines.Results49 studies were included in the systematic review. Historical systems fail to provide clinicians with a rational method of determining whether operative or non-operative management is appropriate. Fracture morphologies are presented in a non-hierarchical manner without considering crucial treatment changing factors such as degree of neurological injury or associated anterior pelvic injury. The AO Spine Sacral Injury Classification System introduces sacrum and pelvic fractures in a clinically meaningful manner ranging from the usually stable type A bony injures of the lower sacrococcygeal region, to the type B posterior pelvic injuries potentially involving the sacral foramina, and finally the type C unstable spino-pelvic injuries.ConclusionsThe sacrum and pelvis are biomechanically related structures and should be evaluated as a unified entity rather than separately as has been historically suggested. The AO Spine Sacral Injury Classification System achieves this by considering the integrity of the spino-pelvic bony as well as supporting ligamentous structures, whilst simultaneously providing a graded framework to guide whether surgical or non-surgical management is most appropriate.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.968
Threshold uncertainty score0.780

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.024
GPT teacher head0.350
Teacher spread0.326 · 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 designNot applicable
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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

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