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 AccessUrology PracticePatient Care1 Mar 2023Editorial CommentaryThis article comments on the following:Pediatric Sedation Unit: A Safe, Effective, and Satisfactory Alternative to Outpatient Pediatric Urological Procedures Under Anesthesia Martin A. Koyle Martin A. KoyleMartin A. Koyle * E-mail Address: [email protected] University of Toronto and Hospital for Sick Children, Toronto, Ontario, Canada University of Minnesota, Minneapolis, Minnesota More articles by this author View All Author Informationhttps://doi.org/10.1097/UPJ.0000000000000364.01AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "Editorial Commentary." Urology Practice, 10(2), pp. 176–177 References 1. . What is value in healthcare?. N Engl J Med. 2010; 363(26):2477-2481. Crossref, Medline, Google Scholar 2. . Not just small adults: the metaphors of paediatrics. Arch Dis Child. 2007; 92(11):946-947. Crossref, Medline, Google Scholar 3. Play therapy as an intervention in hospitalized children: a systematic review. Healthcare (Basel). 2020; 8(3):239. Crossref, Medline, Google Scholar © 2022 by American Urological Association Education and Research, Inc.FiguresReferencesRelatedDetailsRelated articlesUrology Practice9 Feb 2023Pediatric Sedation Unit: A Safe, Effective, and Satisfactory Alternative to Outpatient Pediatric Urological Procedures Under Anesthesia Volume 10Issue 2March 2023Page: 176-177 Advertisement Copyright & Permissions© 2022 by American Urological Association Education and Research, Inc.MetricsAuthor Information Martin A. Koyle University of Toronto and Hospital for Sick Children, Toronto, Ontario, Canada University of Minnesota, Minneapolis, Minnesota * E-mail Address: [email protected] More articles by this author Expand All Advertisement PDF downloadLoading ...
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 | 0.003 | 0.043 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.002 | 0.003 |
| 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