An Integrated Theory of Lethal Punishment: Social Geometry, Status Relationships, and the Dehumanization Process
Why this work is in the frame
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Bibliographic record
Abstract
Punishment exists universally as a form of social control, spanning a continuum from the physically inconsequential to lethality. What explains observable variations in punishment, or lethal punishment as a form of social control? This paper builds upon Black’s pure sociology framework and Milner’s theory of status relations to argue that lethal punishment occurs mainly under conditions of marginalization, disruptions of the previous social geometries, and social polarization that characterize interpersonal encounters or inter-group relationships. These conditions facilitate the status degradation processes that lead to the dehumanization of the “other.” By the same token, such conditions do not often prevail in familial settings and hence lethal punishments are far less common than the lethality associated with other forms of moralistic violence and state-sanctioned punishments.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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