"My Child Can't Keep Anything Down!"
Bibliographic record
Abstract
INTRODUCTION: Viral gastroenteritis with dehydration is one of the most frequent reasons for visits to pediatric emergency departments (ED). Parental intervention before presentation to the ED can make a significant difference in the course of a child's illness. There is a discrepancy between medical knowledge of dehydration and parental fears and understanding. This project is part of a larger program of research developing an educational tool for parents of preschoolers with diarrhea, vomiting, and dehydration. The primary objective was to develop an interview guide. From initial data, the researchers explored parental motivations for bringing their children to the ED. METHODS: Ten families were recruited after their visit to a pediatric ED in the fall of 2007. Included were families of children younger than 4 years who experienced vomiting, diarrhea, and dehydration. Interviews were conducted over the telephone and were transcribed. The interview guide was edited in an iterative process. RESULTS: Thematic analysis focused on parents' decision to take their child to the ED. Making the decision to take a child to the ED is a complex process for parents. This decision involves expectations developed from community-level, family-level, and child factors. Issues of access to care affect parents' decision, including perceived level of urgency, travel time, and modes of transport available. CONCLUSIONS: A framework is proposed, which outlines the most important factors our sample of parents reported when deciding whether to take their ill child to the ED. The interview guide developed will facilitate collection of further information.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".