A Global Oral Health Course: Isn't It Time?
Bibliographic record
Abstract
This article examines current global oral health initiatives to underserved dental populations and assesses the level of familiarity with these initiatives among dental students. The World Health Organization (WHO)'s basic package of oral care (BPOC) is described, as well as successes and difficulties in global oral health initiatives. A survey was conducted of third-year dental students at a North American dental school to determine their familiarity with global oral health initiatives set out by the WHO and the World Dental Federation (FDI). The majority of the surveyed students (87 percent) expressed interest in volunteering their professional services in international settings. However, none of the surveyed students knew about the BPOC or the FDI's role in global oral health. The findings indicate that predoctoral dental public health courses in dental schools ought to include a course on global oral health to expose students to global oral health issues and equip them with interventions like the BPOC so they can provide better care to globally underserved dental populations.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.026 | 0.004 |
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".