Multidimensional Future Time Perspective as Moderators of the Relationships between Suicide Motivation, Preparation, and Its Predictors
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
The moderating impact of future time perspective (FTP) components on the relationships of hopelessness, depressive symptoms, and psychache with suicide motivation and preparation was investigated. In a sample of first year college students (N = 87) recruited on the basis of elevated suicide ideation and depressive symptoms, future thinking, optimism, and future connectedness attenuated the relationship of suicide motivation with depressive symptoms and hopelessness. Future thinking moderated the impact of depressive symptoms on suicide preparation. No moderating effects were found for psychache. This study demonstrates that FTP may buffer against the worst effects of salient suicide predictors among high-risk students.
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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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it