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Record W2159940600 · doi:10.4021//jmc.v2i1.46

Multiple Stress Fractures: A Case Report

2011· article· en· W2159940600 on OpenAlexvenueno aff
Michail Kokkinakis, Spyridon Darmanis, Stefanos Anastasopoylos, Ioannis Zagkas, Konstantinos Karliaftis

Bibliographic record

VenueJournal of Medical Cases · 2011
Typearticle
Languageen
FieldEngineering
TopicLower Extremity Biomechanics and Pathologies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineStress fracturesFibulaEpidemiologyTibiaPhysical examinationSurgeryPhysical therapyPathology

Abstract

fetched live from OpenAlex

The stress fracture is a common injury sustained in the majority of the cases as a solitary injury in the tibia, fibula and metatarsals. Clinical examination of such injuries is often non-specific and early plain radiographs may be inconclusive. The prevention has proved to be difficult. We report a case of an eighteen-year-old female military trainee who presented with synchronous multiple stress fractures sustained in the lower limbs within one month from the start of her military training. A review of the literature with regards to epidemiology, signs, diagnosis, treatment, and prevention of such injuries is carried out and high risk individuals are outlined. doi:10.4021/jmc46w

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0050.003
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0050.003
Science and technology studies0.0050.003
Scholarly communication0.0030.003
Open science0.0020.003
Research integrity0.0100.005
Insufficient payload (model declined to judge)0.0060.003

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 head0.046
GPT teacher head0.280
Teacher spread0.234 · 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 designCase report
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
Published2011
Admission routes1
Has abstractyes

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