The Next Generation: Criminology, Genocide Studies, and Settler Colonialism.
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
En este trabajo examino como la criminología del genocidio plantea problemas característicos de la primera generación de los estudios sobre genocidio, tales como comparaciones muy ambiciosas, un legalismo estrecho y una falta de atención a los procesos genocidas Más aún, señalo a la reciente segunda generación de estudios sobre el genocidio que ha sido ampliamente ignorada por los criminólogos, en particular norteamericanos, y que permitiría a la criminología del genocidio superar algunos de sus limitaciones disciplinarias. En particular, apunto a las crecientes áreas de estudios críticos sobre el genocidio colonial y de los colonos que ofrecen lecciones vitales para la criminología del genocidio, usando el ejemplo de las escuelas residenciales en Canadá y de la Escuela Residencial de Fort Alexander en particular, para ilustrar mis argumentos.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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