2002-12-04 Ball State daily news, Winter vacation preview
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
22 days of winter vacation; Tips could help save money; Concert features three new bands; Traditional holiday films in seasonal high demand; Holiday cookies; Celebrations mark season; Unique gifts easy to find; Indiana slopes are fun places to play : Snow blading, skating are new 'snow sports' available at Indiana ski resorts; How to wrap holiday gifts; Seasonal beers add enjoyment to season; Things to do after all the gifts have been opened : Lending time to charity organizations or visiting movie theaters can help to pass time, heal the 'No more gifts?' blues; Employees honored in Canadian celebration; Options for unwanted gifts; Students should use care when going home; Planning can ensure safe, fun New Yearâs parties; Party on the court; Tips for after Christmas clean-up; What's your New Year's resolution?; Packing tips ease winter return home; Make your car âwinter proofâ; The countdown endsâ¦and begins all over again
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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