Bibliographic record
Abstract
No AccessJournal of UrologyAdult Urology1 Nov 2020Reply by Authorsis a reply to letterEditorial CommentEditorial Comment Elaine J. Redmond, Dylan T. Hoare, and Keith F. Rourke Elaine J. RedmondElaine J. Redmond Division of Urology, University of Alberta, Edmonton, Alberta, Canada More articles by this author , Dylan T. HoareDylan T. Hoare Division of Urology, University of Alberta, Edmonton, Alberta, Canada More articles by this author , and Keith F. RourkeKeith F. Rourke *Correspondence: Division of Urology, Department of Surgery, University of Alberta, 7th Floor, Kaye Edmonton Clinic, 11400 University Ave., Edmonton, Alberta T6G-1Z1 telephone: 780-407-5800; FAX: 780-441-2597; E-mail Address: [email protected] Division of Urology, University of Alberta, Edmonton, Alberta, Canada More articles by this author View All Author Informationhttps://doi.org/10.1097/JU.0000000000001177.03AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "Reply by Authors." The Journal of Urology, 204(5), p. 995 No direct or indirect commercial, personal, academic, political, religious or ethical incentive is associated with publishing this article. Editor’s Note: This article is the ••• of 5 published in this issue for which category 1 CME credits can be earned. Instructions for obtaining credits are given with the questions on pages ••• and •••. © 2020 by American Urological Association Education and Research, Inc.FiguresReferencesRelatedDetailsRelated articlesJournal of UrologyAug 28, 2020, 12:00:00 AMEditorial CommentJournal of UrologyAug 28, 2020, 12:00:00 AMEditorial Comment Volume 204Issue 5November 2020Page: 995-995 Advertisement Copyright & Permissions© 2020 by American Urological Association Education and Research, Inc.MetricsAuthor Information Elaine J. Redmond Division of Urology, University of Alberta, Edmonton, Alberta, Canada More articles by this author Dylan T. Hoare Division of Urology, University of Alberta, Edmonton, Alberta, Canada More articles by this author Keith F. Rourke Division of Urology, University of Alberta, Edmonton, Alberta, Canada *Correspondence: Division of Urology, Department of Surgery, University of Alberta, 7th Floor, Kaye Edmonton Clinic, 11400 University Ave., Edmonton, Alberta T6G-1Z1 telephone: 780-407-5800; FAX: 780-441-2597; E-mail Address: [email protected] More articles by this author Expand All No direct or indirect commercial, personal, academic, political, religious or ethical incentive is associated with publishing this article. Editor’s Note: This article is the ••• of 5 published in this issue for which category 1 CME credits can be earned. Instructions for obtaining credits are given with the questions on pages ••• and •••. Advertisement Loading ...
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.
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 | 0.004 | 0.060 |
| 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 | 0.005 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.019 | 0.021 |
| Insufficient payload (model declined to judge) | 0.117 | 0.098 |
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".