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
Introducing Dr. Helen LeBaron, Jean McGhie, page 7\nMake Every Penny Count, Joyce Roos, page 8\nBest Years of Your Life, Salli Hearst, page 9\nSpare Time Pay Offs, Dorothy Owen, page 10\nNew Additions – Added Pleasure, Dorothy Will, page 14\nIf Statues Could Speak, Marilyn Wachtel, page 15\nHappy Living Through Cooperative Living, Mary Grout and Elinor Holmberg, page 16\nWhat’s New, Evelynn Toulouse and Dorothy Will, page 18\nClip and Save Your Fall Quarter Calendar, page 24\nHere’s An Idea, page 26\nTradition Dictates, Ruth Anderson, page 28\nTrends, Joanne Ryals, page 30
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 | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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