265: Effect of Autologous Blood Transfusion on Predictive Accuracy of Biochemical Recurrence after Radical Prostatectomy
Bibliographic record
Abstract
You have accessJournal of UrologyDiscussed Poster, Sunday, May 21, 2006, 9:00 am - 12:00 pm1 Apr 2006265: Effect of Autologous Blood Transfusion on Predictive Accuracy of Biochemical Recurrence after Radical Prostatectomy Daniel J. Lewinshtein, Montreal, K.-H. Felix Chun, Eike Currlin, Jochen Walz, Thomas Steuber, Christian Eichelberg, Sascha Ahyai, Roman Heuer, Thorsten Schlomm, Alexander Haese, Markus Graefen, Hartwig Huland, Alberto Briganti, Francesco Montorsi, Patrizio Rigatti, Andrea Salonia, Andrea Gallina, and Pierre I. Karakiewicz Daniel J. LewinshteinDaniel J. Lewinshtein More articles by this author , Montreal Montreal More articles by this author , K.-H. Felix ChunK.-H. Felix Chun More articles by this author , Eike CurrlinEike Currlin More articles by this author , Jochen WalzJochen Walz More articles by this author , Thomas SteuberThomas Steuber More articles by this author , Christian EichelbergChristian Eichelberg More articles by this author , Sascha AhyaiSascha Ahyai More articles by this author , Roman HeuerRoman Heuer More articles by this author , Thorsten SchlommThorsten Schlomm More articles by this author , Alexander HaeseAlexander Haese More articles by this author , Markus GraefenMarkus Graefen More articles by this author , Hartwig HulandHartwig Huland More articles by this author , Alberto BrigantiAlberto Briganti More articles by this author , Francesco MontorsiFrancesco Montorsi More articles by this author , Patrizio RigattiPatrizio Rigatti More articles by this author , Andrea SaloniaAndrea Salonia More articles by this author , Andrea GallinaAndrea Gallina More articles by this author , and Pierre I. KarakiewiczPierre I. Karakiewicz More articles by this author View All Author Informationhttps://doi.org/10.1016/S0022-5347(18)32532-1AboutPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "265: Effect of Autologous Blood Transfusion on Predictive Accuracy of Biochemical Recurrence after Radical Prostatectomy." The Journal of Urology, 175(4S), p. 88 © 2016 by American Urological AssociationFiguresReferencesRelatedDetails Volume 175Issue 4SApril 2006Page: 88 Advertisement Copyright & Permissions© 2016 by American Urological AssociationMetricsAuthor Information Daniel J. Lewinshtein More articles by this author Montreal More articles by this author K.-H. Felix Chun More articles by this author Eike Currlin More articles by this author Jochen Walz More articles by this author Thomas Steuber More articles by this author Christian Eichelberg More articles by this author Sascha Ahyai More articles by this author Roman Heuer More articles by this author Thorsten Schlomm More articles by this author Alexander Haese More articles by this author Markus Graefen More articles by this author Hartwig Huland More articles by this author Alberto Briganti More articles by this author Francesco Montorsi More articles by this author Patrizio Rigatti More articles by this author Andrea Salonia More articles by this author Andrea Gallina More articles by this author Pierre I. Karakiewicz 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 | 0.004 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".