The Factors That Promote Vaccine Hesitancy, Rejection, or Delay in Parents
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Vaccines are some of the most cost-effective public health interventions for reducing disease burden and mortality. However, in recent years, health systems have faced a growing challenge with increasing number of parents who choose not to vaccinate their children. This decision has important implications for the health of communities worldwide, and despite a considerable amount of research that reinforces vaccine effectiveness and safety, there is uncertainty surrounding the factors that may encourage vaccine hesitancy in parents. In this interpretive review of 34 qualitative studies, we examine the factors that bolster vaccine hesitancy, rejection, and delay, and identify the overlaps and relationships between these factors. We depict our findings using the metaphor of a gear train where each gear represents one of seven factors: previous experiences; "natural" and "organic" living; perceptions of other parents; experiences interacting with health care providers; information sources, challenges, and preferences; distrust in health system players; and mandatory vaccine policies.
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.
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 | 0.011 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it