Parents’ perspectives on a dental home for children with special health care needs
Bibliographic record
Abstract
The authors surveyed parent-leaders about aspects of a dental home for children with special health care needs (CSHCN). State leaders in two advocacy groups completed the survey; the response rate was 70.6% of all states. Two of the most highly rated aspects of a dental home, endorsed as "essential" by 89% of respondents, pertained to dentist-parent interactions: the dentist listens carefully to the family, and the dentist helps the family feel like a partner in treatment decisions. Likewise, 89% said it was essential that insurance coverage allows the child to see needed providers. Dentists' lack of knowledge or willingness to treat CSHCN and refusal of Medicaid insurance coverage were identified as major barriers to care. More than 84% of respondents reported that parents were unaware of the recommendation to establish dental care by 1 year of age. Establishing policy and educational strategies should help parents meet this dental health goal.
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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 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".