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
From dazzling cities to eccentric small towns, from vast mountains to plains as far as the eye can see, Canada and the United States offer an awe-inspiring abundance of travel adventures. In this discerning hotel guide, Angelika Taschen guides you on your way, scouring the North American continent for the most extraordinary, elegant, and inspiring places to rest your head. Coast to coast, from North to south, from a tiny island in the Florida Keys to an Italianate villa in rural Massachusetts, spanning the rustic, the boutique, the regal, the minimalist, the period-piece and the architectural gem, this is the ultimate directory in tasteful accommodation. Special highlights include raised safari tents in California's El Capitan Canyon, a historic ranch nestled in a Death Valley oasis, a Frank Lloyd Wright house overlooking Mirror Lake, Wisconsin, and a 1930s hotel in Texas where James Dean once stayed.
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 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.017 |
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