U.S. and Canadian College Students’ Fear of Crime: A Comparative Investigation of Fear of Crime and Its Correlates
Bibliographic record
Abstract
Being fearful of crime is, unfortunately, a common experience. Research shows that many factors influence a person's fear of crime, demonstrating that certain groups are generally more fearful than others. Even though they are typically young, college students express being fearful of crime on and off campus. What has yet to be investigated is whether college students who attend school in the United States are fearful at similar levels to their Canadian counterparts. Further, the correlates of fear of crime may also be different. To explore these issues, data from the American College Health Association's National College Health Assessment II survey of U.S. and Canadian college students are used. Results show that Canadian college students generally perceive their safety as being higher than U.S. college students, even though they face elevated victimization risks. Further, some correlates of fear of crime differ for U.S. and Canadian college students. These findings suggest the need for additional cross-national comparative work to see if patterns generalize across contexts.
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 | 0.000 | 0.000 |
| 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".