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
News SNC Opens the Addams Family New Policy: A Tobacco-Free Campus SNC Holds MLK Day Activities Opinion The Serial Comma: A Killer Debate In Defense of The American working Class Immigration It’s Different Democratic Ransom The Covington Kids Incident and the Media’s Failures Features Organization Spotlight: Canadian Cornishams Entertainment Junk Drawer: What are you excited for this spring? Sudoku Trivia “The Selection” Book Review: “This Mortal Coil” by Emily Suvada “Mortal Engines” Restaurant Recommendation: The English Inn in Green Bay, Upcoming Events 5 Musical Wishes for 2019 Sports Men’s Tennis: Hungry For More Name Change Nothing New SNC Baseball Gets 2019 Campaign Underway Upcoming Events
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.005 |
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