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
Even the so-called egalitarian and loosely structured societies known to anthropology, including hunters such as Inuit or Australian Aborigines, are in structure and practice subordinate segments of inclusive cosmic polities, ordered and governed by divinities, ancestors, species-masters, and other such metapersons endowed with life-and-death powers over the human population. “The Mbowamb spends his whole life completely under the spell and in the company of spirits” (Vicedom and Tischner). “[Araweté] society is not complete on earth: the living are part of the global social structure founded on the alliance between heaven and earth” (Viveiros de Castro). We need something like a Copernican revolution in anthropological perspective: from human society as the center of a universe onto which it projects its own forms—that is to say, from the Durkheimian or structural-functional deceived wisdom—to the ethnographic realities of people’s dependence on the encompassing life-giving and death-dealing powers, themselves of human attributes, which rule earthly order, welfare, and existence. For, Hobbes notwithstanding, something like the political state is the condition of humanity in the state of nature; there are kingly beings in heaven even where there are no chiefs on earth.
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 | 0.011 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.006 |
| 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