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
Purpose – The purpose of this paper is to explain the discrepancy between ethnohistorical accounts on north-western Kalahari San of the nineteenth to early twentieth century and recent ethnographic accounts, the former depicting the San as intensely warlike, the latter as basically peaceable. Design/methodology/approach – Review of historical, ethnohistorical and ethnographic source material (reports, journal articles, monographs). Findings – The warlike ways of the nineteenth-century Kalahari San were reactions to settler intrusion, domination and encapsulation. This was met with resistance, a process that led to the rapid politicization and militarization, socially and ideationally, of San groups in the orbit of the intruders (especially the “tribal zone” they created). It culminated in internecine warfare, specifically raiding and feuding, amongst San bands and tribal groupings. Research limitations/implications – While the nineteenth-century Kalahari San were indeed warlike and aggressive, toward both intruders and one another, this fact does not warrant the conclusion that these “simple” hunter-gatherer people have an agonistic predisposition. Instead, of being integral to their sociality, bellicosity is historically contingent. In the absence of the historical circumstances that fuel San aggression and warfare, as was the case after and before the people's exposure and resistance to hegemonic intruders, San society and ethos, in conformity with the social structure and value orientation of simple, egalitarian band societies, is basically peaceful. Originality/value – A setting-the-record-straight corrective on current misunderstandings and misinformation on hunter-gatherer warfare.
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 | 0.006 | 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 | 0.009 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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