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
Mason Lcoke Weems, A History of the Life and Death, Virtues and Exploits of General George Washington, Hymen's Recruiting Sergeant American Tract Society - The Forgiving African Poor Sarah To Mothers Beware of Bad Books Murderers of Fathers and Mothers Novel-Reading The Pearl, or Affection's Gift, 1833 Maria Monk, Awful Disclosures of the Hotel Dieu Nunnery of Montreal Robert Montgomery Bird, Sheppard Lee Catherin Beecher, Treatise on Domestic Economy George Lippard The Quaker City or the Monks of Monk Hall E.D.E.N. Southworth The Wife's Victory The Married Shrew: A Sequel to the Wife's Victory Oswald S. and Lorenzo N. Fowler The Illustrated Self-Instructor in Phrenology and Physiology Donald Mitchell (IK Marvel) Reveries of a Bachelor George Aiken Uncle Tom's Cabin: A Domestic Drama in Six Acts T.S. Arthur Ten Nights in a Bar-Room Six Species of Men Bret Harte John Jenkins or The Smoker Reformed Muck-a-Muck: A Modern Indian Tale after Cooper The Luck of Roaring Camp Miggles Plain Languge from Truthful James Further Language from Truthful James The Latest Chinese Outrage Elizabeth Stuart Phelps The Silent Partner McGuffey's First Eclectic Reader Thomas C. Harbaugh Plucky Phil of the Mountain Trail Laura Jean Libbey The Master Workman's Oath Charles Sheldon In His Steps: What Would Jesus Do?
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 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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