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Record W4200115336 · doi:10.1097/pec.0000000000002600

The Toddler's Fracture

2021· article· en· W4200115336 on OpenAlexaff

Bibliographic record

VenuePediatric Emergency Care · 2021
Typearticle
Languageen
FieldMedicine
TopicBone fractures and treatments
Canadian institutionsChildren's Hospital of Eastern OntarioMcMaster Children's HospitalUniversity of Toronto
Fundersnot available
KeywordsFracture (geology)Fracture treatmentMEDLINEIntensive care

Abstract

fetched live from OpenAlex

OBJECTIVE: The tibial toddler's fracture is an important diagnosis in both emergency and urgent care, presenting as acute onset lower extremity pain or limping in a young child. Diagnosis and management may be challenging because of an extensive differential diagnosis. The objectives of this study were to provide an overview of the toddler's fracture and to guide clinicians by summarizing up to date literature for both diagnosis and management this common condition. METHODS: This study analyzed literature from the PubMed database from the years of 1964 to 2018. The main focus was on the diagnosis and management of the toddler's fracture. RESULTS: This review demonstrates that diagnosis is primarily made through history and physical examination, as radiographs are often negative at initial presentation. Treatment involves a short period of immobilization, which can be facilitated through the use of a cast, a splint, or no external support. Successful healing and a full return to normal activities and development are near universal. CONCLUSIONS: Although a stable fracture with an excellent prognosis, opportunities exist to improve toddler's fractures diagnosis and treatment protocols, to optimize clinical management.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.358
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.274
Teacher spread0.265 · 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.

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

Citations13
Published2021
Admission routes1
Has abstractyes

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