Rural Suicide: A Systematic Review and Recommendations
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
Suicide is a public-health concern that has been linked to multiple biological, psychological, and social risk factors. Rural living is purported to be a unique risk for suicide for myriad reasons. Yet there are some concerns with rural suicidology, notably regarding defining and operationalizing “rural.” Furthermore, the last comprehensive review of rural suicide is approximately 10 years old. With this in mind, in the current review, we offer (a) a comprehensive and updated overview of the operationalization and variability of rural in rural suicidology and (b) a summary of differences in direct and indirect suicide factors between rural and nonrural regions and whether potential differences depend on how rural is operationalized. Results indicate a high degree of heterogeneity in defining rural, rendering conclusions about both direct and indirect rural suicide risks unclear. We therefore present a set of recommendations for rural suicidologists to apply to enhance the understanding of suicide and, ultimately, prevent death by suicide in rural regions.
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.
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 | 0.007 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.007 |
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