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
News coverage of intimate partner homicide can reveal and reproduce societal assumptions and beliefs that may influence social and political responses to violence against women. This study analyzes all male-perpetrated intimate partner homicides reported in three daily newspapers in Toronto, Canada within two separate time periods (1975-1979 and 1998-2002) to explore if and how this coverage has changed over time. Results suggest that, in more recent years, news coverage is more likely to report a previous history of intimate partner violence and less likely to employ news that excuses or justifies the perpetrator’s actions. However, coverage continues to employ victim-blaming news frames and to portray intimate partner homicide as an individual event, in part, through the absence of the voices of violence against women organizations, researchers, and service providers as legitimate authorities in both time periods. Thus, news coverage fails to encourage social and political responses to violence against women in intimate relationships that emphasize the need for social structural changes focusing on gender equality.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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