Bibliographic record
Abstract
No AccessJournal of UrologyAdult Urology1 Oct 2021Reply by Authorsis a reply to letterEditorial Comment David W. Chapman, Jordan Bekkema, and Keith Rourke David W. ChapmanDavid W. Chapman Division of Urology, Department of Surgery, University of Alberta, Edmonton, Alberta, Canada More articles by this author , Jordan BekkemaJordan Bekkema http://orcid.org/0000-0002-9560-2367 Division of Urology, Department of Surgery, University of Alberta, Edmonton, Alberta, Canada More articles by this author , and Keith RourkeKeith Rourke *Correspondence: Division of Urology, Department of Surgery, University of Alberta, Kipnes Urology Centre, 7th Floor, Kaye Edmonton Clinic, 11400 University Ave., Edmonton, Alberta T6G 1Z1, Canada telephone: 1-780-407-5800; FAX: 1-780-441-2597; E-mail Address: [email protected] Division of Urology, Department of Surgery, University of Alberta, Edmonton, Alberta, Canada More articles by this author View All Author Informationhttps://doi.org/10.1097/JU.0000000000001840.02AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "Reply by Authors." The Journal of Urology, 206(4), p. 993 Reference 1. : The clinical spectrum of the presenting signs and symptoms of anterior urethral stricture: detailed analysis of a single institutional cohort. Urology 2012; 79: 1163. Google Scholar © 2021 by American Urological Association Education and Research, Inc.FiguresReferencesRelatedDetailsRelated articlesJournal of UrologyJul 13, 2021, 12:00:00 AMEditorial Comment Volume 206Issue 4October 2021Page: 993-993 Advertisement Copyright & Permissions© 2021 by American Urological Association Education and Research, Inc.MetricsAuthor Information David W. Chapman Division of Urology, Department of Surgery, University of Alberta, Edmonton, Alberta, Canada More articles by this author Jordan Bekkema Division of Urology, Department of Surgery, University of Alberta, Edmonton, Alberta, Canada More articles by this author Keith Rourke Division of Urology, Department of Surgery, University of Alberta, Edmonton, Alberta, Canada *Correspondence: Division of Urology, Department of Surgery, University of Alberta, Kipnes Urology Centre, 7th Floor, Kaye Edmonton Clinic, 11400 University Ave., Edmonton, Alberta T6G 1Z1, Canada telephone: 1-780-407-5800; FAX: 1-780-441-2597; E-mail Address: [email protected] More articles by this author Expand All Advertisement PDF DownloadLoading ...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.046 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.018 | 0.020 |
| Insufficient payload (model declined to judge) | 0.099 | 0.078 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".