Immature dependence and self‐criticism predict the recurrence of major depression
Bibliographic record
Abstract
This research examined the associations of unipolar depression with immature dependence and self-criticism (S.J. Blatt et al., 1995) in a sample of graduate students with a diagnosed history of depression. A battery of tests was completed by 158 students, and a subset (n =102) was reached approximately 20 months later for the assessment of new depressive onsets. Self-criticism and neuroticism were uniquely associated with a past history of depression, and self-criticism and immature dependence interacted in predicting past occurrences of depression. Self-criticism was increasingly associated with past depressive episodes as level of immature dependence increased. The interaction of immature dependence and self-criticism was also evident in predicting future occurrence of depression after controlling statistically for the effects of current symptoms, neuroticism, certain Axis II diagnoses, and number of previous depressive episodes. This interactive effect suggests that individuals with high levels of both self-criticism and immature dependence are particularly prone to depressive episodes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".