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Record W4410737445 · doi:10.56885/773810fpfbpu

Foot Health During The COVID-19 Crisis: An Audit Of A Partnership Between Primary Care Physicians And A University Podiatric Medicine Clinic In Canada

2025· article· en· W4410737445 on OpenAlexfundaboutno aff
Virginie Blanchette, Marie‐Philippe Mercier, Olivier Hüe, Magali Brousseau‐Foley

Bibliographic record

VenueLimb Preservation Journal · 2025
Typearticle
Languageen
FieldMedicine
TopicDiabetic Foot Ulcer Assessment and Management
Canadian institutionsnot available
FundersUniversité du Québec à Trois-Rivières
KeywordsPodiatryAuditCoronavirus disease 2019 (COVID-19)Primary careGeneral partnershipMedicineFoot (prosody)Family medicine2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Alternative medicineInfectious disease (medical specialty)Political scienceManagementDiseaseInternal medicineVirologyOutbreakPathology

Abstract

fetched live from OpenAlex

This is an audit of a partnership formed between the university podiatry clinic located in Trois-Rivières, Québec, Canada and regional primary care physicians’ groups affiliated with the Centre de santé et de services sociaux de la Mauricie-et-Centre-du-Québec (Québec, Canada), in the months following the beginning of the COVID-19 crisis. Podiatric medicine is not generally part of the public health system in Québec. However, the data from this audit enabled the creation of an initial overview of this partnership, including a referral form and the approach used to reach specific indicators.This provided insight into foot health needs in primary care to maximize students’ training, foot health and limb preservation. Indeed, our data shows that we have partially achieved our objectives and that we need to improve our audit practices and data while charting a better course for the future.

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)0.000
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: Empirical
Teacher disagreement score0.104
Threshold uncertainty score0.877

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.040
GPT teacher head0.323
Teacher spread0.283 · 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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