An oral health promotion program for an urban minority population of preschool children
Bibliographic record
Abstract
The objective of this project was to design, implement and evaluate an oral health promotion program for inner-city Vietnamese preschool children in Vancouver, British Columbia, Canada. The project comprised of four general phases: information-gathering, project planning, project implementation, and project evaluation. The information-gathering phase of the project demonstrated extensive tooth decay in young children, bottle use during the day and during sleep-time long past recommended weaning age, and a belief of many parents that primary teeth were not important. Based on this information, the project planning committee designed a program that featured one-to-one counseling supported by community-wide activities. A Vietnamese lay health counselor provided counseling to mothers with telephone follow-up that coincided with scheduled infant immunization visits to a twice-monthly Child Health Clinic for Vietnamese families. At all the follow-up assessment clinics scheduled over the 7-year duration of this continuing project, mothers who had had more than one counseling visit reported significantly less use of sleep-time and daytime bottles for their children, and their children demonstrated significantly reduced prevalence of caries compared to similarly aged children at baseline. One-to-one counseling with regular follow-up provided by a lay person of similar background and culture to the participants is an effective way to facilitate adoption of healthy behaviors and to improve oral health of children.
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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 | 0.001 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 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".