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
Bruno Latour and Eduardo Viveiros de Castro provided the initial impetus for explicitly ontological research in archaeology. Their impact on archaeologists, however, has been quite different. What I call the “metaphysical archaeologists” trace their genealogy from Latour, though they are now equally influenced by “new materialism” and the “new ontological realism” ( Gabriel 2015 ). They have introduced an alternative metaphysical orthodoxy to archaeology. In contrast, Viveiros de Castro and colleagues have authorized the return of the grand ethnographic analogy to archaeology, particularly in the case of animism. A second, quite different tendency inspired by these same anthropologists is to engage with indigenous ideas as theories to reconfigure archaeological concepts and practice. I suggest that a point of convergence between the metaphysical and the latter anthropological approaches exists in their focus on the concept of alterity.
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 | 0.000 | 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 | 0.000 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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