Bibliographic record
Abstract
Increasing rates of suicide have peaked interest in how individuals with depression may view their environment differently and have abnormal thought processes compared to non-depressed individuals. In order to explore how depressive thought processes lead to completed suicide, this review of literature looks at research and theoretical explanations of rumination, self-destructive thoughts, and feelings of hopelessness. People with depression are more attentive to both their own and other people’s actions and have a strong desire for control. Rumination prevents effective problem solving and increases the duration of depressive symptoms. Highly self-aware individuals often attend to discrepancies between the real self and who they wish to be, which causes distress and overthinking about negative aspects of problems while neglecting the development of solutions. Suicide is one method of escaping the self when these discrepancies become salient and continual failure also leads to feelings of hopelessness. Positive distraction such as getting involved in hobbies as well as the promotion of optimistic and hopeful thoughts may help depressive ruminators refrain from negative thoughts and may ultimately help prevent suicide.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".