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Record W4409802610 · doi:10.7547/22-193

Müller-Weiss Disease

2025· article· en· W4409802610 on OpenAlexaff
Brandon Maggen

Bibliographic record

VenueJournal of the American Podiatric Medical Association · 2025
Typearticle
Languageen
FieldMedicine
TopicFoot and Ankle Surgery
Canadian institutionsConcordia University
Fundersnot available
KeywordsMedicineOrthoticsConservative managementConservative treatmentPhysical therapyModalitiesLimitingActivities of daily livingSurgery

Abstract

fetched live from OpenAlex

Müller-Weiss disease is a rare condition of osteonecrosis of the lateral navicular with dorsal midfoot pain. The predominant treatment discussed in the literature is surgery. This report focuses on a single case using conservative treatment, including pain medication, ethylene vinyl acetate custom orthotics, motion control shoes, physiotherapy for strengthening intrinsic foot muscles, and weight management. The primary complaint from the patient was midfoot pain limiting activities of daily living. After application of conservative treatment modalities and 10 months of follow-up, bilateral midfoot pain decreased from 9/10 to 2/10. To the authors' knowledge, this is the first case report of successful conservative treatment of bilateral Müller-Weiss disease in a patient with multiple comorbidities using pain medication, ethylene vinyl acetate custom orthotics, motion control shoes, physiotherapy, and weight 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)0.001
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.217
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.004
GPT teacher head0.267
Teacher spread0.263 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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