On Studying Ethnologs (Not Just People, Societies in Miniature)
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
Because language is so central to community life, everyone who acquires a language effectively becomes an ethnolog or a “society in miniature.” This is because language does not just consist of sounds and their referents but is interconnected with all realms of knowing and acting within the community. Moreover, even in achieving some rudimentary degree of intersubjectivity with the other, one begins to access the broader, historically accomplished, and actively engaged resources of human group life. In discussing ethnologs as instances of societies in miniature, the author not only attends to (a) the processes, functions, and “whatness” of language but also considers (b) how ethnologs routinely assume roles as ethnographers, historians, philosophers, pragmatists, moralists, and politicians; (c) memory as a socially enabled, humanly engaged process; and (d) the necessity of using ethnography, history, and comparative analysis for achieving a more genuine, informed, and productive social science.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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