The Role of Hunting to Cope with Risk at Saragossa Plantation, Natchez, Mississippi
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
Saragossa Plantation is located in Natchez, Mississippi. It was established in 1823 by one of the wealthiest cotton planters in the Old South, Stephen Duncan. Between 1823 and 1865, Saragossa was home to numerous enslaved African Americans who faced dangers of abuse at the hands of their overseer, sundered and reconstituted families, disease, overwork, and lack of autonomy. Hunting by members of the slave community is suggested as one of the more effective mechanisms for coping with meager rations, but it also functioned to reinforce male gender identity and to incorporate strangers into the quarter community. Overall, hunting strengthened slave family and community bonds and made these social institutions better able to cope with violence, lack of autonomy, and other risks faced by slaves, [slavery, hunting, risk management}
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.037 |
| 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