People with diabetes foot complications do not recall their foot education: a cohort study
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.
Bibliographic record
Abstract
BACKGROUND: The purpose of this study is to document what and how diabetes specific foot health information was provided during a podiatry consultation, and what information was retained at 1 month post consultation. METHODS: This project was embedded within a prospective cohort study with two groups, podiatrists and people with diabetes. Data collection included the Problem Areas in Diabetes Questionnaire (PAID), Montreal Cognitive Assessment (MoCA), information covered during the consultation, method of delivery and perceived key educational message from both participant perspectives at the time of the appointment and 1 month post appointment. RESULTS: There were three podiatrists and 24 people with diabetes who provided information at the two time points. Diabetes education provided by the podiatrists was mostly verbal. The key educational message recalled by both groups differed at the time of the appointment (14 out of 24 of responses) and at 1 month post the appointment time (11 out of 24 of responses). CONCLUSIONS: Education is a vital component to the treatment regime of people with diabetes. It appears current approaches are ineffective in enhancing understanding of diabetes impact on foot health. This study highlights the need for research investigating better ways to deliver key pieces of information to this population.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it