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
NP-News Editor-in-Chief: Linda Pearson, RN, FNP, MSN Department Editor: Marilyn Edmunds, NP, PhD Editorial Director: Kimberly Callan Associate Editor: Lorna Sapp Murray Copy Editor: Nadia Blahut, Thomas Mitchell Art Director: Lisa A. Witter Readers wishing to report news or story ideas should contact Lorna Sapp Murray, NP News, 1111 Bethlehem Pike, P.O. Box 908, Springhouse, PA 19477; phone, 215-646-8700, ext. 1291; fax, 215-654-1365; E-mail, [email protected]. "The definitive source for professional information" ACKNOWLEDGMENTS The author acknowledges Tracy MacGregor, CRNP; Barbara Galen, CRNP; Jennifer Loud, CRNP; and Marilyn Edmunds, NP, PhD, for their valuable input.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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