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Record W4407039540 · doi:10.1186/s12891-024-08227-x

The Canadian Prospective Pragmatic Perilunate Outcomes (C3PO) trial; a protocol

2025· article· en· W4407039540 on OpenAlexaffabout
Eric C. Mitchell, Isabelle Tottenham, Ruby Grewal, Matthew W.T. Curran, Neil J. White

Bibliographic record

VenueBMC Musculoskeletal Disorders · 2025
Typearticle
Languageen
FieldMedicine
TopicChild Abuse and Related Trauma
Canadian institutionsSt Joseph's Health CareUniversity of AlbertaUniversity of CalgaryWestern University
Fundersnot available
KeywordsMedicineProtocol (science)Sports medicineMEDLINERetrospective cohort studyClinical trialProspective cohort studyIntensive care medicinePhysical therapySurgeryAlternative medicineInternal medicinePathology

Abstract

fetched live from OpenAlex

BACKGROUND: Perilunate spectrum injuries (PSI) are uncommon, but high-energy injuries that result in significant functional implications for patients. The existing literature on PSI is limited to small case-series and there are no evidence-based guidelines for management. METHODS: This manuscript outlines a protocol for a three-armed, national, multi-centre study, which includes a patient injury registry for PSI, as well as associated retrospective and prospective arms. The primary objective is to establish a national injury registry for patients who present with PSI. The secondary objectives are to examine the long-term clinical and radiographic outcomes of PSI, evaluate progression of these outcomes over time, and to examine the impact of specific operative and injury related factors on outcomes. DISCUSSION: This paper describes the protocol for a three-armed, multi-centre study of PSI. It outlines the rationale for the study as well as the relevant methodological details. An injury registry involving multiple centres is valuable given this is an uncommon injury with many potential variables affecting outcomes. Registry-based retrospective and prospective studies will benefit from the large clinical database provided by the registry and could be used to guide evidence-based treatment guidelines which are currently lacking in the literature. TRIAL REGISTRATION: Clinicaltrials.gov identifier: NCT04370626.

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: none
Teacher disagreement score0.671
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.304
Teacher spread0.296 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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