Exploring Fatal and Non-Fatal Violence Against Parents: Challenging the Orthodoxy of Abused Adolescent Perpetrators
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
An examination of scholarly literature concerning fatal violence (i.e., parricide) and non-fatal violence toward parents reveals dominant themes of mental illness, child abuse, and pathology based on a research paradigm that focuses on adolescent perpetrators and, to a lesser extent, elderly victims. This article presents a critical analysis of this literature and argues for a more contextualized approach to the study of violence against parents. It is argued that criminologists should widen their methodological lens to examine this issue from a life course perspective and draw on conceptual tools such as developmental pathways, sources of conflict, and intersectionality to allow for an analysis that can offer new ways of thinking about violence toward parents.
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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 | 0.000 | 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 | 0.001 |
| 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