Book ReviewsRacial Innocence: Performing American Childhood from Slavery to Civil RightsGender and the Making of Modern Medicine in Colonial EgyptFlorence Nightingale on Wars and the War Office: Collected Works of Florence Nightingale, Volume 15Australia’s Controversial Matron: Gwen Burbidge and Nursing ReformDas Tagebuch der jüdischen Kriegskrankenschwester Rosa Bendit, 1914 bis 1917 [The Diary of a Jewish War Nurse Rosa Bendit, 1914 until 1917]Come from Away: Nurses Who Immigrated to Newfoundland and LabradorDowns: The History of a DisabilityBody and Soul: The Black Panther Party and The Fight Against Medical DiscriminationNorth Carolina and the Problem of AIDS: Advocacy, Politics & Race in the SouthPills, Power, and Policy: The Struggle for Drug Reform in Cold War America and Its ConsequencesThe Nursing Profession: Development, Challenges, and Opportunities
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
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.014 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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