Workplace violence among emergency medical services workers in Riyadh, Saudi Arabia
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
Background: Globally, workplace violence toward health care providers is an area of concern. The impact of workplace violence on health care providers is significant.Objectives: The study was conducted to evaluate the prevalence of workplace violence (physical and verbal) among emergency medical services (EMS) workers in Riyadh.Methods: The study used a cross-sectional design that employed a self-administered confidential questionnaire, which was distributed to all emergency medical personnel. A well-structured and validated questionnaire on workplace violence was adopted from the World Health Organization for use in the study.Results: A total of 370 EMS workers responded to the questionnaire. Workplace violence was experienced by 65% of the respondents. Verbal abuse (61%) was the most common type of violence reported. The majority of the attackers were patients’ relatives (80%) followed by patients themselves (51%). Respondents younger than 30 reported a higher percentage of violent acts than did older respondents (p = .001, Odds ratio [OR] = 2.5, 95% Confidence Interval [CI] = (1.6, 3.9)). Similarly, those who had fewer years of work experience (≤ 10 years) reported a significantly higher percentage of violent incidents than those who had 10 or more years of experience (p = .001, OR = 3.5, 95% CI = 2.1, 5.6). Only 10% of the victims reported the incident to a higher authority. Common reasons for not reporting the violent acts included feeling that it was useless (56%) and that it was not important (52%).Discussion: The study demonstrates prevalent workplace violence among EMS workers, predominantly in the form of verbal abuse. The rate of workplace violence among EMS personnel is comparable with international figures. Less than half of EMS personnel exhibit knowledge regarding the process of violence reporting. However, workers tend not to report the incidents because they often believe that reporting is useless and/or not important.Recommendation: With a high reported rate of workplace violence among EMS personnel, we recommend national preventive measures and encouragement to professionals to report violent events. We also recommend awareness programs for the identified vulnerable group.
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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 | 0.002 | 0.001 |
| 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 | 0.001 |
| 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 it