Association Between Workplace Bullying Occurrence and Trauma Symptoms Among Healthcare Professionals in Cyprus
Bibliographic record
Abstract
Workplace bullying/mobbing is an extreme work-related stressor, but also a severe hazard for physical, mental and psychological health in healthcare employees, including nurses. A range of trauma-related symptoms have been linked with bullying victimization. The aim of the study was the investigation of workplace bullying/mobbing-related trauma symptoms in Greek-Cypriot nurses working in emergency and critical care settings, as well as of potential correlations with demographic and occupational variables. A descriptive, cross-sectional correlational study was performed in a convenience sample of 113 nurses. A modified version of the Part B.CII of The Workplace Violence in the Health Sector-Country Case Studies Research Instrument (WVHS-CCSRI Part C.II-M) and the modified Secondary Traumatic Stress Scale (STSS-M) were used for the assessment of bullying/mobbing frequency and workplace bullying/mobbing-related trauma symptoms, respectively. 46.9% of the sample reported experiences of both bullying/ mobbing victimization and witnessing of bullying/mobbing to others (VWB subgroup), 21.2% reported solely bullying/mobbing victimization (SVB subgroup) and 10.6% reported witnessing of bullying/mobbing to others (SWB subgroup). 22.3% did not experience or witness any bullying/mobbing at workplace. Trauma symptoms intensity (STSS-M total score) was more severe in the participants a) with a high frequency of workplace bullying/mobbing experiences compared to those with a moderate frequency of such experiences (p=0.018), b) of the VWB subgroup compared to those of the SWB subgroup (p=0.019), c) employed in Emergency Departments compared to those employed in ICUs (p=0.03), d) who had considered resigning due to bullying/mobbing experiences compared to those who had never considered resigning (p=0.008), e) those who had been punished for reporting a bullying/mobbing incident compared to those who had not (p=0.001), f) those who considered the incident unimportant to be reported compared to those who avoided reporting due to other causes (p=0.048). This data highlights the need to establish effective and safe procedures for bullying/mobbing reporting, aiming to support bulling/mobbing victims and witnesses, and further to protect their legal rights. Both victims and witnesses of workplace bullying/mobbing need to be assessed by mental health professionals for PTSD symptoms in order to have access to effective treatment.
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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 | 0.001 |
| Science and technology studies | 0.000 | 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 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".