Should influenza vaccination be mandatory for healthcare workers?
Bibliographic record
Abstract
Each year, many healthcare organizations deal with low influenza immunization rates among staff. Mandatory influenza vaccination programs may be considered in order to address this issue. These types of programs have caused controversy in the past, as staff has argued that they infringe upon their liberties and right to autonomy. However, if viewed from a public health perspective, mandatory vaccination programs are beneficial for both employees and patients and can be justified. When individuals make the decision to work in the medical field, it is assumed that their values align with those of the organization for which they work. This overrides their right to autonomy, since they are expected to put the safety of their patients ahead of their own personal interests. Although some may argue that receiving a flu shot is unsafe, evidence has demonstrated the opposite, and the minimal discomfort that may result from a vaccine is not enough to negate the responsibilities that healthcare workers have toward the patients they serve.
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.
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 | 0.022 | 0.102 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.003 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.024 | 0.015 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".