Reply by Authors
Bibliographic record
Abstract
No AccessJournal of UrologyAdult Urology1 Sep 2020Reply by Authors Wei-Lin Winnie Wang, Igor Sorokin, Ilija Aleksic, Hugh Fisher, Ronald P. Kaufman, Andrew Winer, Brian McNeill, Raavi Gupta, Derya Tilki, Neil Fleshner, Laurence Klotz, A. Gregory DiRienzo, and Martin Tenniswood Wei-Lin Winnie WangWei-Lin Winnie Wang miR Scientific LLC, Rensselaer, New York More articles by this author , Igor SorokinIgor Sorokin Division of Urology, Department of Surgery, Albany Medical College, New York Current Address: Department of Urology, UMass Memorial Medical Center, 33 Kendall St., Worcester, Massachusetts 01605. More articles by this author , Ilija AleksicIlija Aleksic Division of Urology, Department of Surgery, Albany Medical College, New York More articles by this author , Hugh FisherHugh Fisher Division of Urology, Department of Surgery, Albany Medical College, New York More articles by this author , Ronald P. KaufmanRonald P. Kaufman Division of Urology, Department of Surgery, Albany Medical College, New York More articles by this author , Andrew WinerAndrew Winer Department of Urology, SUNY Downstate Medical Center, Brooklyn, New York More articles by this author , Brian McNeillBrian McNeill Department of Urology, SUNY Downstate Medical Center, Brooklyn, New York More articles by this author , Raavi GuptaRaavi Gupta Department of Urology, SUNY Downstate Medical Center, Brooklyn, New York More articles by this author , Derya TilkiDerya Tilki Martini Klinik, University Hospital, Hamburg, Germany More articles by this author , Neil FleshnerNeil Fleshner Division of Urology, Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada More articles by this author , Laurence KlotzLaurence Klotz Division of Urology, University of Toronto, Sunnybrook Health Sciences Centre, Sunnybrook Medical Centre, Toronto, Ontario, Canada More articles by this author , A. Gregory DiRienzoA. Gregory DiRienzo miR Scientific LLC, Rensselaer, New York More articles by this author , and Martin TenniswoodMartin Tenniswood †Correspondence: miR Scientific LLC, Suite 202, 1 Discovery Drive, Rensselaer, New York 12144. miR Scientific LLC, Rensselaer, New York More articles by this author View All Author Informationhttps://doi.org/10.1097/JU.0000000000001020.02AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "Reply by Authors." The Journal of Urology, 204(3), p. 475 © 2020 by American Urological Association Education and Research, Inc.FiguresReferencesRelatedDetails Volume 204Issue 3September 2020Page: 475-475 Advertisement Copyright & Permissions© 2020 by American Urological Association Education and Research, Inc.MetricsAuthor Information Wei-Lin Winnie Wang miR Scientific LLC, Rensselaer, New York More articles by this author Igor Sorokin Division of Urology, Department of Surgery, Albany Medical College, New York Current Address: Department of Urology, UMass Memorial Medical Center, 33 Kendall St., Worcester, Massachusetts 01605. More articles by this author Ilija Aleksic Division of Urology, Department of Surgery, Albany Medical College, New York More articles by this author Hugh Fisher Division of Urology, Department of Surgery, Albany Medical College, New York More articles by this author Ronald P. Kaufman Division of Urology, Department of Surgery, Albany Medical College, New York More articles by this author Andrew Winer Department of Urology, SUNY Downstate Medical Center, Brooklyn, New York More articles by this author Brian McNeill Department of Urology, SUNY Downstate Medical Center, Brooklyn, New York More articles by this author Raavi Gupta Department of Urology, SUNY Downstate Medical Center, Brooklyn, New York More articles by this author Derya Tilki Martini Klinik, University Hospital, Hamburg, Germany More articles by this author Neil Fleshner Division of Urology, Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada More articles by this author Laurence Klotz Division of Urology, University of Toronto, Sunnybrook Health Sciences Centre, Sunnybrook Medical Centre, Toronto, Ontario, Canada More articles by this author A. Gregory DiRienzo miR Scientific LLC, Rensselaer, New York More articles by this author Martin Tenniswood miR Scientific LLC, Rensselaer, New York †Correspondence: miR Scientific LLC, Suite 202, 1 Discovery Drive, Rensselaer, New York 12144. 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.
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 | 0.043 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.017 | 0.018 |
| Insufficient payload (model declined to judge) | 0.117 | 0.088 |
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".