Do Spiritual Health Connections Protect Adolescents When They Are Bullied: A National Study of 12,593 Young Canadians
Bibliographic record
Abstract
It has long been established that bullying has many negative impacts on the mental health of adolescents. Young people who are victimized by bullying may cope by drawing on available assets to protect themselves from harm. One such asset with ancient roots but with the potential for contemporary application is the concept of spiritual health-the idea that the connections in our lives (whether to ourselves, others, nature, or something transcendent) affect our well-being. In this study, we examined 12,593 Canadians aged 11-15 years to determine the effects of being victimized by bullying on their mental health, as measured by frequent subjective health complaints. We then explored whether strong spiritual health connections were effect modifiers that buffer such negative pathways, thereby acting as protective health assets. Data were obtained from the 2017/18 Canadian Health Behaviour in School-aged Children study. Generalized linear regression models were used to estimate associations and evaluate effect modification in different age and gender groups. Approximately 21% of participants reported being victimized by bullying. Strength of "connections to self" (i.e., a sense of meaning/purpose or joy and happiness in one's life) was found to act as an effect modifier, but in girls alone. Contrary to expectations of a buffering effect, the strongest associations between victimization and frequent health complaints were identified for girls with high connections to self. Relative risks for poor mental health among these highly self-connected girls were 1.63 [95% CI: 1.26-2.12] and 1.25 [1.06-1.47] for younger and older girls, respectively. We interpreted this unexpected finding in light of cognitive theories of trauma, which suggest that adverse events may lead to worse health outcomes among those who place particular value on their world being meaningful, controllable or benevolent. Implications for clinical intervention and health promotion are considered.
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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 | 0.002 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 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".