Client Aggression Towards Therapists: Is It More or Less Likely with Transgendered Clients?
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 It is well known that clients occasionally threaten or assault their therapists. No studies to date have attempted to systematically measure client aggression by transgender patients towards clinicians. One of the major questions of this study was to determine if clients with gender dysphoria have greater levels of aggression towards therapists than non-gender dysphoric clients. One hundred and fourteen professional therapists who are members of the Harry Benjamin International Gender Dysphoria Association responded to a questionnaire that addressed aggression by both transgender and non-transgender clients. Transgender clients were shown to commit significantly less acts of aggression than did non-transgendered clients (p = 0.0094). Within the relatively small subgroup of transgender clients that did commit acts of aggression, male-to-female transgender clients were significantly more likely to do so than female-to-male clients (p = 0.002). While the transgendered client undergoes significant suffering in violating inviolable gender boundaries, this suffering, in general, does not translate into acting out behaviors directed towards their therapists.
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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 | 0.001 | 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