An Exploratory Study of the Decision to Refrain from Killing in the Accounts of Military and Police Personnel
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
Although previous studies have examined killing as an outcome-oriented measure, few have explored non-killing as a socially organized process. Using letters written by soldiers, police officers, and security professionals found in the magazine Soldier of Fortune, this study examines cases in which they refrain from killing their opponents. Our results indicate that refrained killings by these actors are socially organized in ways that are shaped by situational, environmental, technological, administrative, and moral factors. In addition, it was found that when police officers and soldiers realized the humanity of their opponents, they employed alternative methods to subdue or control without using lethal force, despite situational and legal justifications for doing so. Implications for the sociology, psychology, and ethics of killing – or not killing – are discussed.
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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 | 0.011 | 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 | 0.000 | 0.000 |
| 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