Defense Mechanisms in Congenital and Acquired Facial Disfigurement
Bibliographic record
Abstract
It is of clinical interest to investigate the degree to which patients with facial disfigurement use defense styles. Therefore, 59 adults born with rare facial clefts, 59 patients with facial deformities acquired at an adult age, and a reference group of 141 adults without facial disfigurements completed standardized questionnaires. There was a significant difference between the group with and the group without disfigurements on immature defense styles, with the disfigured group using the immature style more frequently. There was a trend for the nondisfigured group to use more mature defense styles. No difference between congenital and acquired groups was seen on individual types of defense style. Self-esteem had the strength to differentiate mature and immature defense styles within our disfigured groups. The association of low self-esteem and the utilization of immature defense styles suggests that professional help may tailor treatment on discussing immature defense style and problems triggering or maintaining this style.
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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 | 0.000 | 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 | 0.000 |
| 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 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".