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
Title: Papers, ca. 1937-1970 Description: 1 linear ft.\nNotes: Registered nurse; executive secretary and president, National Association of Colored Graduate Nurses. Correspondence, reports, and other papers, relating chiefly to Staupers's efforts to integrate black nurses into the national nursing profession. Includes material relating to the dissolution of the National Association of Colored Graduate Nurses and its absorption into the American Nurses Association. Chiefly gift of Ms. Staupers, 1963.\nSubjects: American Nurses' Association Armed Forces; Afro-Americans Blacks; Occupations; Nurses Colleges and universities; Canada Journalism; Journalists' papers; 19th century National Association of Colored Graduate Nurses Nurses; Staupers, Mabel Keaton Nurses and nursing; Blacks Nurses and nursing; Societies Nursing; Societies, etc.; American Nurses Association Nursing; Societies, etc.; National Association of Colored Graduate Nurses\nLocation: Howard University, Moorland-Spingarn Research Center (Washington, DC) NIDS Fiche #: 4.72.106 NUCMC #: MS 83-1256
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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