MétaCan
Menu
Back to cohort
Record W2088156094 · doi:10.1177/1534734608323803

The Diabetic Foot in 2008: An Update From the 12th Malvern Diabetic Foot Meeting

2008· article· en· W2088156094 on OpenAlexaboutno aff
Agbor Ndip, Frank L. Bowling, Daryl Stickings, Gerry Rayman, Andrew J.M. Boulton

Bibliographic record

VenueThe International Journal of Lower Extremity Wounds · 2008
Typearticle
Languageen
FieldMedicine
TopicDiabetic Foot Ulcer Assessment and Management
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineDiabetic footFoot (prosody)Foot careUnderpinningQuarter (Canadian coin)Diabetes mellitusEndocrinology

Abstract

fetched live from OpenAlex

Every 2 years, Great Malvern, a small town in the county of Worcestershire, England, is home to the oldest international meeting on the diabetic foot that started about a quarter of a century ago. The 12th Malvern Diabetic Foot meeting, held from May 14 to 16, 2008, was attended by delegates and speakers from 5 continents and more than 25 countries. Strategic clinical specialties involved in diabetic foot management were prominently represented. Virtually every aspect of diabetic foot care was covered during this 3-day meeting through invited plenary lectures, practical interactive workshops, and scientific oral presentations. The evidence base underpinning current foot care was critically appraised, and topical issues on the diabetic foot were revisited. This review puts together key messages emanating from the meeting. All effort has been made to highlight clearly where consensus exists as well as outline areas where controversy persists.

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)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.006
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0060.006
Science and technology studies0.0010.001
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0050.002

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 head0.022
GPT teacher head0.281
Teacher spread0.259 · 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 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

Citations7
Published2008
Admission routes1
Has abstractyes

Explore more

Same venueThe International Journal of Lower Extremity WoundsSame topicDiabetic Foot Ulcer Assessment and ManagementFrench-language works237,207