Correct Preparation and Administration of Oral Rehydration Solution: Essential for Safe and Effective Home Treatment of Diarrhea in Indonesia
Bibliographic record
Abstract
Diarrhea-related dehydration is a leading cause of childhood death in developing countries such as Indonesia, despite being largely preventable and treatable through use of Oral Rehydration Solution (ORS). While the extent to which ORS is used in Indonesia has been explored in earlier studies, the issue of whether it is being used correctly has not been adequately investigated. The purpose of this study was to assess mothers' ORS preparation and administration practices and to determine their source of instruction for these practices. A structured questionnaire was administered orally to 100 mothers of children under the age of 5 years, in a rural village of West Java, Indonesia. Only 23.7% of mothers were found to have correctly prepared ORS, and none exhibited fully correct administration practices. Primary sources of instruction were health workers (62.9%), package instructions (23.7%), and family members or friends (12.4%). Resulting recommendations include education of health care workers, community health education programs, reallocation of health care resources, and revision of ORS packaging guidelines.
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 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".