The Individual as a Moderating Agent of the Long-Term Impact of Sexual Abuse
Bibliographic record
Abstract
Adverse developmental effects associated with traumatic life experiences such as child sexual abuse will not apply to all individuals exposed. This general population study, compared the health and life circumstances of 45 respondents who spontaneously identified the experience of sexual abuse before age 22 as changing their life for the "better" (n = 12) versus "worse" (n = 33); with respondents who reported exposure to child sexual abuse on a standard questionnaire; and respondents not reporting such exposure. Individuals exposed versus non-exposed to sexual abuse experienced more adversity in early life and exhibited lower functioning in adulthood. However, individuals associating sexual abuse with a life change for the "better" exhibited a constellation of features consistent with more stable, supportive home environments and better prospects early on and healthier functioning later-on as adults. Studies are needed to understand the complex pathways between early exposure to sexual abuse and these diverse outcomes.
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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 | 0.001 | 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".