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
A veteran officer in the Alexandria Police Department has resigned amidst controversy. The APD officer allegedly attempted to pay an 18-year old girl to share a hotel room with him.; The busiest online shopping day of the year is expected to be November 28, 2005. Cyber Monday is held the first Monday after Thanksgiving.; An energy assistance program in Indiana is experiencing unprecedented numbers of applicants. JobSource has changed from selecting recipients on a first-come-first-serve basis to selecting recipients via a lottery system.; Thieves in Anderson, Indiana are gaining access to local homes by impersonating employees of the Anderson Fire Department. The thieves are primarily targeting the elderly.; The last day to drop off leaves at the City of Muncie, Indiana's compost site is November 30, 2010.; As the weather turns colder, the likelihood of school closings increases.; Weather.; A new animal shelter is being built in Winchester, Indiana.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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