Editorial: Community series: police trauma, loss, and resilience, volume II
Bibliographic record
Abstract
Police cadets during the cadet training program. This study examines variations in cardioautonomic lability during the Royal Canadian Mounted Police (RCMP) Cadet Training Program, revealing potentially important differences in heart rate variability between cadets with and without clinically significant anxiety symptoms (Teckchandani et al., 2023).Canadian Mounted Police Cadets. Investigating the impact of daily survey participation on mental health symptom scores among RCMP cadets, this research highlights the positive correlation between daily survey completion and reductions in symptoms related to various mental health disorders (Shields et al., 2023).Examining the relationship between physical activity and mental health disorder symptoms among RCMP cadets, this study underscores the significant role of physical activity in reducing symptoms of anxiety-related disorders during the training program (Teckchandani et al., 2023).Mounted Police cadets. This study investigates mental health knowledge, stigma, and service use intentions among RCMP cadets, revealing higher levels of mental health knowledge and service use intentions among cadets compared to serving RCMP officers, with implications for reducing stigma and promoting help-seeking behaviors (Andrews et al., 2023).Hostage negotiator resilience: A phenomenological study of awe. Exploring awe as a resilience practice for law enforcement crisis and hostage negotiators, this research demonstrates how reflecting on awe experiences positively impacts negotiators in both their professional and personal lives, suggesting potential interventions to enhance resilience (Thompson & Jensen, 2023).Attitudes toward organizational change and their association with exhaustion in a sample of Italian police workers. This study examines attitudes toward organizational change and their association with exhaustion among Italian police workers, emphasizing the importance of addressing workplace aggression to enhance job satisfaction and wellbeing among officers (Colombo et al., 2023).Investigating the relationship between perceived social support and symptoms related to mental disorders among RCMP cadets, this research highlights the protective role of social support against anxiety-related disorders among cadets, with implications for promoting psychological well-being (Nisbet et al., 2023).Cadets. This study compares putative risk and resiliency factors among RCMP cadets to young adult populations, suggesting that cadets may possess psychological strength, implying that the nature of police work rather than inherent individual differences might contribute to the higher prevalence of mental health disorders among active-duty RCMP officers Khoury et al., 2023).Workplace aggression, wellbeing, and job satisfaction: The specificity in border police organizations. This study explores workplace aggression and its impact on wellbeing and job satisfaction among Romanian Border Police officers. Findings suggest that workplace aggression negatively predicts job satisfaction and wellbeing, underscoring the need for interventions to reduce such behaviors (Antón et al., 2022). Through empirical research, case studies, and firsthand accounts, these articles collectively illuminate the multifaceted nature of police trauma, loss, and resilience, offering valuable insights to inform interventions, support systems, and cultural shifts within law enforcement communities. As we navigate these critical issues, let us strive to create a safer, healthier, and more resilient future for all those who 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 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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.004 |
| 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; both teacher heads agree on what is shown here.
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".