Studying Rape: The Production of Scientific Knowledge about Sexual Violence in the United States and Canada
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
In 1987, statistics transformed rape from a rare and personal concern into an epidemic in popular consciousness. Mary Koss and colleagues conducted victimization surveys with thousands of college women, 1 in 4 of whom reported completed or attempted rape. This finding received tremendous attention in the 1980s, and continues to influence activists and state officials. Notwithstanding the importance of this and other scientific facts, scholars have rarely explored the role of scientists in shaping perceptions of and responses to sexual violence. This project addresses that gap in the literature, via the following questions: (1) how have scientists conceptualized sexual violence among adults; and (2) what social mechanisms enable, constrain, and otherwise influence scientific research on sexual violence? Drawing on insights from feminist science studies, I approach sexual violence as an intra-active phenomenon, and regard objects of study (sexual violence) as inseparable from agencies of observation (research instruments, researchers). Data came from three sources: content analysis of journal abstracts (N=1,313), in-depth assessment of texts in different subfields (N=84), and interviews with researchers (N=31). Ultimately, I argue that sexual violence research has been dominated by psychological inquiries, as well as gendered assumptions regarding who is most capable of perpetrating and experiencing rape. Scientists have produced a tremendous body of knowledge regarding the individual-level causes, individual-level outcomes, and prevalence of men’s sexual aggression toward women. Systemic forces and sexual violence that deviates from this particular gendered pattern remain underexamined. I further argue that scientific research on sexual violence is shaped by a range of social mechanisms that are particular to fields associated with questions of social morality and social movements including feminism(s).
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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