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
Whereas ethnography is generally envisioned as a nineteenth- and twentieth-century development, a text on How to Write History developed by Lucian (a Greek-speaking Syrian in the classical Roman era) provides an instructive reference point for contemporary scholarship. Envisioning history as an account of some event or developmental feature of community life, Lucian insists that these accounts will be of greatest value when written for posterity rather than “the historical moment.” While identifying a number of lesser flaws and more substantial failures in people's attempts to develop histories, Lucian also indicates how these projects might more viably be pursued. Approaching Lucian's text as an instance of transhistorical scholarship as well as a cross-cultural reference point for ethnographic analysis and building on a somewhat parallel commentary developed by Michael Schwalbe (1995), this article considers the lessons of both statements for contemporary considerations of human group life.
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 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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