Vaccination perspectives among adolescents and their desired role in the decision-making process
Bibliographic record
Abstract
Background: To assess the knowledge and attitudes of middle school students toward vaccination, we measured their understanding of vaccine safety and effectiveness, expectations for communication with heath care providers, and their desired role in the vaccination decision-making process.Methods: A cross-sectional, self-administered survey was conducted among seventh and eighth grade students in a middle school in Upstate New York. Bivariate analyses were conducted to identify differences in perspective by gender, grade, and attitudes toward vaccination.Results: Of 346 students attending class, 336 (97.1%) participated. The majority of respondents were White (71.3%) and 11 to 13 years of age (78.2%). Boys were significantly more likely than girls to perceive vaccines to be very safe (48.4% vs 30.2%, p < 0.01) and very effective (49.7% vs 29.0%, p < 0.01). Approximately one-third of adolescents reported having a say in the decision to be vaccinated and a quarter of students expressed a desire for specific information about vaccines.Conclusions: This study found that young adolescents in a nonurban area of Upstate New York were generally marginalized in the vaccine decision-making process yet third of them indicated an interest in how vaccines work and a desire to participate in healthcare decisions. Interventions to improve vaccine uptake among adolescents should capitalize on this desire to understand vaccine safety, effectiveness and mechanism of action.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".