COMBINATION OF CELL CYCLE REGULATING BIO-MARKERS IMPROVES PROGNOSIS IN PATIENTS WITH ORGAN CONFINED UROTHELIAL CANCER AT RADICAL CYSTECTOMY
Bibliographic record
Abstract
You have accessJournal of Urology1 Apr 2008COMBINATION OF CELL CYCLE REGULATING BIO-MARKERS IMPROVES PROGNOSIS IN PATIENTS WITH ORGAN CONFINED UROTHELIAL CANCER AT RADICAL CYSTECTOMY Shahrokh F Shariat, Pierre I Karakiewicz, Yves Fradet, Raheela Ashfaq, John P Stein, Patrick J Bastian, Matthew E Nielsen, Nazareno Suardi, Francesco Montorsi, Susan Groshen, Stefan C Muller, Jerome Rigaud, Lukas C Heukamp, George J Netto, Seth P Lerner, Arthur I Sagalowsky, Richard J Cote, and Yair Lotan Shahrokh F ShariatShahrokh F Shariat More articles by this author , Pierre I KarakiewiczPierre I Karakiewicz More articles by this author , Yves FradetYves Fradet More articles by this author , Raheela AshfaqRaheela Ashfaq More articles by this author , John P SteinJohn P Stein More articles by this author , Patrick J BastianPatrick J Bastian More articles by this author , Matthew E NielsenMatthew E Nielsen More articles by this author , Nazareno SuardiNazareno Suardi More articles by this author , Francesco MontorsiFrancesco Montorsi More articles by this author , Susan GroshenSusan Groshen More articles by this author , Stefan C MullerStefan C Muller More articles by this author , Jerome RigaudJerome Rigaud More articles by this author , Lukas C HeukampLukas C Heukamp More articles by this author , George J NettoGeorge J Netto More articles by this author , Seth P LernerSeth P Lerner More articles by this author , Arthur I SagalowskyArthur I Sagalowsky More articles by this author , Richard J CoteRichard J Cote More articles by this author , and Yair LotanYair Lotan More articles by this author View All Author Informationhttps://doi.org/10.1016/S0022-5347(08)61698-5AboutPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "COMBINATION OF CELL CYCLE REGULATING BIO-MARKERS IMPROVES PROGNOSIS IN PATIENTS WITH ORGAN CONFINED UROTHELIAL CANCER AT RADICAL CYSTECTOMY." The Journal of Urology, 179(4S), p. 578 © 2008 by American Urological AssociationFiguresReferencesRelatedDetails Volume 179Issue 4SApril 2008Page: 578 Advertisement Copyright & Permissions© 2008 by American Urological AssociationMetricsAuthor Information Shahrokh F Shariat More articles by this author Pierre I Karakiewicz More articles by this author Yves Fradet More articles by this author Raheela Ashfaq More articles by this author John P Stein More articles by this author Patrick J Bastian More articles by this author Matthew E Nielsen More articles by this author Nazareno Suardi More articles by this author Francesco Montorsi More articles by this author Susan Groshen More articles by this author Stefan C Muller More articles by this author Jerome Rigaud More articles by this author Lukas C Heukamp More articles by this author George J Netto More articles by this author Seth P Lerner More articles by this author Arthur I Sagalowsky More articles by this author Richard J Cote More articles by this author Yair Lotan 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".