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Record W1992535521 · doi:10.1186/1757-1146-4-s1-p46

Implementing the Indigenous Diabetic Foot Project in the lower gulf of Australia

2011· article· en· W1992535521 on OpenAlex
Caroline Radowski, Catherine Willett, Courtney Thomas, Rahni Wisely

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Foot and Ankle Research · 2011
Typearticle
Languageen
FieldMedicine
TopicDiabetic Foot Ulcer Assessment and Management
Canadian institutionsnot available
FundersQueensland Health
KeywordsMedicineIndigenousDiabetic footRehabilitationFoot (prosody)Physical therapyDiabetes mellitusEcology

Abstract

fetched live from OpenAlex

North and West Queensland Primary Health Care (NWQPHC) is a division of general practice which provides allied health services to rural and remote north-west Queensland. The area covered by this organisation spans 770 000km2 and has a resident population of approximately 114 000 people. Podiatrists working within this region provide an innovative primary health care model based upon the Ottawa Charter principals. Podiatrists work in a multidisciplinary team and travel to each community every four weeks. Diabetes effects large proportion of the Indigenous population and is responsible for approximately 3000 foot amputations a year. In acknowledgment of this a primary health care initiative was implemented in Normanton located in the Lower Gulf of Australia. This program was run in collaboration with a Queensland Health Podiatrist and was aimed at training Indigenous Health Workers in screening diabetic feet. By implementing the diabetic project Indigenous Health Workers could pre-screen diabetic feet and recognise the risk a client has of developing an ulcer. They could also recognise foot problems that would require medical attention or the treatment of a Podiatrist. By training staff in this field it was hoped that eventually there would a community member always available to address diabetic foot concerns while the Podiatrist is not in the community and it would recognise high risk feet to the Podiatrist attention before any complication could develop. The work shop was run over two days and there were seven Indigenous Health Workers that participated in the course. The Indigenous Health Workers consisted of NWQPHC, Queensland Health and Home and Community Care Staff. There were six females and one male that attended the course and all participates completed the course successfully. The program was based around SARRAH’s course material and taught the participants to be able to: (i) care for feet, (ii) check people’s feet, (iii) finding pulses on the foot, (iv) using a monofilament, (v) understand the difference between high risk and low risk feet, (vi) teach clients the basics of self care, (vii) complete a DART form (assessment tool), (viii) understand the referral process for a high risk foot. All participants initially learnt the course work and information about diabetic feet and later were able to practice on each other. The following day several known diabetic clients attended the program for the participants to assess them as if they were a new client. The participants each felt pulses, used a monofilament noted any areas of concern on the feet and filled out a DART form classifying the patient as high risk or low risk. All participants were able to complete each screening technique on each client and are now currently using the DART assessment tool as a standard form for all Diabetic Clients. It is hoped that more Indigenous Health Workers are trained in this course to continue to help the fight against diabetic foot complications. In the future NWQPHC in collaboration with Queensland Health would like Indigenous Health Workers Trained in each community to use the DART assessment form. This would empower the community to take control over the diabetic problem and hopefully decrease the rates of foot amputations through early high risk detection. If this program was successful in the long term the potential of training Indigenous Health Workers as foot assistance has also been explored.

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.

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)0.006
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 score0.171
Threshold uncertainty score0.221

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
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 integrity0.0000.001
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 head0.178
GPT teacher head0.428
Teacher spread0.250 · 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