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
Only the Midwest, South Atlantic, and West South-Central regions posted moderate single-digit hotel-price gains in the first quarter 2024 (Midwest, 3.2%; South Atlantic, 3.8%; and West South-Central, 1.6%). Hotels in gateway cities experienced a reversal, exhibiting better performance than hotels in non-gateway cities this quarter. Transaction volume fell year over year and quarter over quarter for both large and small hotels in gateway and non-gateway cities. Standardized prices of large hotels continue to soften while those of smaller hotels remain relatively stationary. The cost of hotel debt financing and the delinquency rate for hotels rose in the recent quarter, even though credit spreads continued to tighten and relative risk narrowed. As in prior periods, borrowing costs still exceed the return on hotels. Expect to see a rise in the price of large hotels and a decline in prices for small hotels next quarter based on our leading indicators of hotel price performance.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.006 |
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