Prevalence of Childhood Trauma in a Clinical Population of Transsexual People
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
ABSTRACT Few studies have focused on the prevalence and extent of childhood trauma in the transsexual population. In our study of 42 transsexual people (34 = natal males, 8 = natal females), 55% (n = 23) reported experiencing an unwanted sexual event before the age of 18, with the average age of initial sexual contact being 13. This sexual event differs from other clinical populations in that the unwanted sexual experiences in this sample were the consequence of adolescents satisfying their curiosity about the gender of the transsexual rather than for their own sexual gratification. Consequently, the sequalae of the unwanted sexual touches in our sample did not lead to sexualised behaviours described in the sexual abuse literature of clinical samples. Our sample also reported being: verbally abused (77%), insulted (81%), embarrassed in front of others (55%), made to feel guilty by their parents (58%) before their fifteenth birthday.
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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 | 0.001 | 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 it