Residential Psychiatric Treatment of Emotionally Disturbed Deaf Youth
Bibliographic record
Abstract
A survey of the literature on emotional disturbance in deaf youth is followed by presentation of data on a sample of 58 deaf children and adolescents who were patients at the Tampa Bay Academy, a residential treatment facility serving both hearing and deaf youth with serious psychological disturbances. These 58 patients were compared to a hearing sample of 168 patients on key variables such as admitting symptoms, diagnoses, substance abuse, aggressive and assaultive behaviors, and sexual abuse. A startling and significant finding was that all of the deaf children admitted at age 12 years or younger had strong or confirmed indications of sexual abuse. Deaf adolescents had an 85% rate of strong or confirmed indications of sexual abuse. A list and brief description of residential care facilities serving deaf youth in the United States and Canada is reviewed. Only 8 were found that provided specialized services to deaf youth. Of those 8, only the National Deaf Academy, Mount Dora, FL, provided exclusive mental health and residential care to deaf persons.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 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".