Pediatric oral rehydration...everybody's business
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
Vomiting and diarrhea represent two of the most common reasons for children to present to emergency departments.Gastroenteritis was the number one diagnosis at the Alberta Children's Hospital Emergency Department last year, with 3,433 registered visits.The children arrive in varying states of hydration requiring a multifaceted approach to assessment and treatment.Family members and care providers often arrive with high expectations of advanced treatment (especially intravenous therapy) when oral rehydration with teaching and close follow-up is often the best care for the child.The evaluation of the child with symptoms of acute gastroenteritis begins with the assessment of dehydration.According to the Canadian Paediatric ED Triage and Acuity Scale (PaedCTAS) guidelines, vomiting and diarrhea in children may be assessed as low as CTAS #5 for vomiting and diarrhea with no dehydration, to CTAS #2 for abdominal pain with vomiting and diarrhea and abnormal vital signs.Risk of dehydration is related to age.Young infants are more prone to dehydration due to increased body surface to mass ratio, increased metabolism, increased insensible losses and comparatively smaller circulatory volume.Acute vomiting and diarrhea in a child greater than two years old is CTAS #4 whereas acute vomiting and diarrhea in a child less than two years old is CTAS #3.
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 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 | 0.001 |
| 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) | 0.002 | 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