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
Due to Severe Acute Respiratory Syndrome (SARS) during the first quarter of 2003, foreigners’ guestroom demands at super deluxe hotels in Seoul have highly decreased. Based on this factor, the structural change on foreigners’ guestroom demands and the cause of its occurrencewere analyzed by the CUSUM test, CUSUMSQ test, and the Chow test. As the results of CUSUMSQ test, structural change had appeared during the entire analyzing period (1997Q1 ～2004Q4), and it issurmised that the structural change had also occurred between 1Q of 2000 and 3Qof 2003. In order to provide supportive statement in deducing CUSUMSQ test, the Chow test was performed as well. F value in the Chow test was found to be the highest in the 4Q of 2002(N1: 24, N2: 8), this period of the time precisely showsif there were a difference between before the period and after the period. Due to the occurrence of SARS in 1Q of 2003, the room demand of foreigners had decreased by 24.12% than the previous quarter. Also, it was found to be one of the reasons for the greatest impact on the result.
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 | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.020 | 0.016 |
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