Covered Beverages Now Allowed: Public Libraries and Book Superstores
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
Unobtrusive observation was used to investigate what people do while at public libraries and how these behaviours are similar to or different from what commonly happens in book superstores. Public libraries emerge as being more diverse, providing more access to information and reading materials, and functioning as a democratic and tolerant public gathering place.Une observation discrète a été effectuée pour étudier ce que les individus font lorsqu’ils fréquentent les bibliothèques publiques et comment ces comportements sont semblables ou différents de ceux généralement observés dans les librairies à grande surface. Les bibliothèques publiques paraissent plus diversifiées, offrent un meilleur accès à l'information et au matériel de lecture et fonctionnent comme un lieu de rassemblement public démocratique et tolérant.
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.009 | 0.083 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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