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
The monumental statues of the Canadian small town are a well-recognized folk art form. Communally sponsored and constructed, town monuments announce the presence of a local social system and are the symbolic expression of some key aspect of a settlement’s social life. Stylistically diverse and varied in subject, they speak of nature, history, ethnicity, economic activity, the regional origins of townspeople, and the achievements of residents. In some sense sacred, town monuments may commemorate an ancestral pioneer population or venerate a cultural heritage, a prized articulation with the land, or a characteristic occupation. More than mere tourist attractions, town monuments make perceptible an intangible set of social relations and are sites for various community events and celebrations. Proclamations of identity are encoded in town monuments, and the structure of signs that results from the creation of each is ultimately a system of totemic representation. Collectively, town monuments facilitate the appreciation of local difference along with a concomitant recognition of the shared presence of community and have come to establish thereby a contemporary form of totemism.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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