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
Despite a growing awareness of the universality of intimate partner violence and its recognition as a human rights violation, much less is known about the dynamics, as well as the specific forms and regulation of this violence in conflict and post conflict settings. While substantial legal consideration has been given to sexual violence occurring during armed conflict in recent decades, specifically to rape, arguably a concentration on high-profile extraordinary violence has obscured attention from the regular violence that women routinely experience in conflict and post-conflict societies. Our knowledge gap limits what we understand generally about the multidimensional complexities of intimate violence in conflict settings. It also obscures the relationship between various categories of gender-based violence, and the ways in which certain forms and practices of violence reinforce and sustain others. Based on unique empirical data from the thirty year long conflict in Northern Ireland this article examines the relationship between intimate and conflict related violence, with a particular emphasis on exploring the forms and modalities of intimate violence occurring alongside armed conflict or extensive communal violence. We analyze the way in which state and non-state actors are positioned to such violence, the complimentary masculinities that are distinguishable between diametrically positioned groups, while underscoring the effects on legal accountability by the parallel realities of societal dysfunction. The conclusion points to the need for a denser and integrated analysis of violence against women in conflicted societies
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.
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) | 0.011 | 0.005 |
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