Personality Characteristics of Partner Violent Men: A Q-Sort Approach
Bibliographic record
Abstract
Our objective was to develop a personality profile of men who are violent toward their partners. A total of 52 experienced clinicians described either a current male patient who was violent toward his partner (and only toward his partner) or who was maritally distressed but nonviolent using the Shedler-Westen Assessment Procedure-200 (SWAP-200), a Q-sort instrument designed to harness the judgments of clinicians. Partner-violent patients showed significantly higher scores on the SWAP-200 antisocial and borderline personality disorder scales. In contrast, patients who were maritally distressed evidenced higher scores on the SWAP-200 obsessive, avoidant, and high-functioning depressive scales. The men who were violent toward their partners were more antisocial and emotionally dysregulated, which is consistent with theory, and less obsessive, which has not been theoretically explored. The groups did not differ on theoretically important dimensions of personality including paranoid, dependent, and hostile features.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".