Is elder abuse on the curriculum? The relative contribution of child abuse, domestic violence and elder abuse in social work, nursing and medicine qualifying curricula
Bibliographic record
Abstract
In order to have a sufficiently high index of suspicion about elder abuse and neglect, child abuse and domestic violence, a knowledge base about the phenomena is clearly necessary. Education in the widest sense for health and social care professionals about elder abuse and neglect, child abuse and domestic violence is increasing with regular journal articles, media coverage and modular coverage now found on post basic training courses for health and social care professionals. However, it is suggested that the relative importance of a topic can be judged by its importance in the basic curricula of medical, nursing and social work qualifying courses. A survey of all medical schools and colleges, nursing colleges and university departments with qualifying studies in social work was conducted between April-September 1994. The aim was to ascertain the relative educational content in the curricula pertaining to elder abuse and neglect, child abuse, domestic violence, and generic family violence.
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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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".