Bibliographic record
Abstract
Workplace violence (WPV) is a serious threat to the nursing workforce. WPV results in decrease morale, job dissatisfaction, and increase nurse turnover and intentions to leave the profession. WPV has been associated with decrease in the quality of care rendered and could negatively affect patient safety. Given the direct and indirect financial consequences of WPV, it is critical that nursing leaders take actions to reduce WPV by establishing violence prevention programs. Nursing leaders should also reach out to the public, their professional health organization, and the scientific community to provide education and craft regulation to reduce this threat on the nursing workforce and change the perception that violence is part of the job.
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 | 0.027 | 0.043 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.004 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.010 | 0.024 |
| Scholarly communication | 0.014 | 0.031 |
| Open science | 0.009 | 0.018 |
| Research integrity | 0.083 | 0.080 |
| Insufficient payload (model declined to judge) | 0.033 | 0.010 |
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".