Genocide Studies Scholarship and its Failure to Solve the “Two Cultures” Problem
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
Herb Hirsch repeatedly insisted that genocide studies ought to be about high-quality social scientific scholarship that raises the alarm about emerging cases of group destruction and successfully presses political leaders and state bureaucracies to fashion informed and workable plans to prevent and stop genocides and other human rights abuses. In this retrospective, I explore Hirsch’s view that genocide studies scholarship is overly abstract, prone to recycling theories and cases, and is serially unable to influence government policy, or more specifically, American policy. At the heart of Hirsch’s critique was his strong belief that scholars must “profess” so that the gulf between the “two cultures” of the academic and the policy worlds can be bridged in the service of confronting and stopping genocides and other human rights abuses around the world. I conclude that the “two cultures” problem cannot be “solved” since academics are neither policy-makers nor journalists, and that there is (and ought to be) room in genocide studies and the social sciences generally for theoretically grounded problem-driven research from a multiplicity of theoretical and methodological approaches.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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