Skin disease in the first two years of life in Aboriginal children in East Arnhem Land
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 most common skin infections affecting children in remote Aboriginal communities are scabies and impetigo. Group A streptococcal skin infections are linked to the high rates of heart and renal disease occurring in Aboriginal Australians. METHODS: A retrospective review of medical records was conducted in a primary health care centre in the East Arnhem region of the Northern Territory. Data was collected from all presentations to the clinic in the first 2 years of life for 99 children born between 2001 and 2005 as a component of the East Arnhem Regional Healthy Skin Project. RESULTS: The median number of presentations to the clinic in the first 2 years of life was 32. Skin disease was recorded in 22% of all presentations. By 1 year of age 82% of children had presented to the clinic with their first episode of impetigo and 68% with their first episode of scabies. Antibiotics were administered to 49% of children with impetigo. CONCLUSION: Skin infections are a major reason for presentation to primary health clinics and contribute to the high disease burden experienced by children in the first 2 years of life. This high frequency of presentation provides multiple opportunities for intervention and monitoring.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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