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Record W4408058248 · doi:10.3390/healthcare13050527

Footwear Choice and Locomotor Health Throughout the Life Course: A Critical Review

2025· review· en· W4408058248 on OpenAlexfundno aff
Kristiaan D’Août, Omar Elnaggar, Lyndon Mason, Adam Rowlatt, Catherine Willems

Bibliographic record

VenueHealthcare · 2025
Typereview
Languageen
FieldEngineering
TopicLower Extremity Biomechanics and Pathologies
Canadian institutionsnot available
FundersMedical Research CouncilMedical Research Council Canada
KeywordsCourse (navigation)Life course approachPsychologyPhysical medicine and rehabilitationMedicineEngineeringSocial psychology

Abstract

fetched live from OpenAlex

Background/objectives: In this paper, we review and discuss epidemiological and experimental evidence on the effects of daily footwear on gait and life-long health. We consider different types of footwear, including “minimal shoes”, and their design features, comparing them to barefoot walking, with a focus on overall gait and the function of the heel pad. Methods: Narrative review. Results: We find little evidence for health benefits of most typical shoe design features (e.g., cushioning, raised heels or arch support) for normal walking in healthy individuals, and in several cases (e.g., high heels), there is evidence of detrimental health effects. Conclusions: Based on currently available evidence, we recommend minimal footwear as the default for the general population to stimulate healthy biomechanical aging, with other types of footwear used infrequently or when there is an individual or clinical need.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.831
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.000
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 head0.097
GPT teacher head0.431
Teacher spread0.334 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations1
Published2025
Admission routes1
Has abstractyes

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