Ameliorating the Effects of Violent Behavior in a Mother With Brain Injury
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
Following a brain injury, individuals often suffer a broad range of debilitating sequelae, including cognitive deficits, mood disorders, impulsivity, and poor anger management. In this study, amotherwho suffered a severe brain injury at the age of 10 exhibited frequent episodes of violent behavior following the injury and into adulthood. Child welfare authorities and family members were concerned about the safety of her two children. She was therefore referred for parent training to assist her inmanaging the problembehavior of her children. The authors employed errorless compliance training, a success-based, noncoercive parent training strategy, to teach the mother how to gain child cooperation without physical intervention. Although the mother required extensive support in implementing the strategy due to cognitive and emotional difficulties, she was able to effect substantial changes in the compliance of both children. Errorless compliance training appears well suited to parents with cognitive, emotional, and impulse-control difficulties who may be predisposed to maltreatment.
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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 | 0.002 |
| 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 | 0.001 |
| 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 it