MP50-17 PROGNOSTIC VALUE OF THE SYSTEMIC INFLAMMATION MODIFIED GLASGOW PROGNOSTIC SCORE IN PATIENTS WITH UPPER TRACT UROTHELIAL CARCINOMA (UTUC) TREATED WITH RADICAL NEPHROURETERECTOMY: RESULTS FROM A LARGE MULTICENTER INTERNATIONAL COLLABORATION
Bibliographic record
Abstract
You have accessJournal of UrologyBladder Cancer: Upper Tract Transitional Cell Carcinoma I (MP50)1 Apr 2019MP50-17 PROGNOSTIC VALUE OF THE SYSTEMIC INFLAMMATION MODIFIED GLASGOW PROGNOSTIC SCORE IN PATIENTS WITH UPPER TRACT UROTHELIAL CARCINOMA (UTUC) TREATED WITH RADICAL NEPHROURETERECTOMY: RESULTS FROM A LARGE MULTICENTER INTERNATIONAL COLLABORATION Francesco Soria*, David D'Andrea, Jose Karam, Christopher Wood, Morgan Rouprêt, Vitaly Margulis, Pierre Karakiewicz, Alberto Briganti, Jay Raman, Karim Bensalah, Yair Lotan, Paolo Gontero, Mesut Remzi, Kilian Gust, and Shahrokh Shariat Francesco Soria*Francesco Soria* More articles by this author , David D'AndreaDavid D'Andrea More articles by this author , Jose KaramJose Karam More articles by this author , Christopher WoodChristopher Wood More articles by this author , Morgan RouprêtMorgan Rouprêt More articles by this author , Vitaly MargulisVitaly Margulis More articles by this author , Pierre KarakiewiczPierre Karakiewicz More articles by this author , Alberto BrigantiAlberto Briganti More articles by this author , Jay RamanJay Raman More articles by this author , Karim BensalahKarim Bensalah More articles by this author , Yair LotanYair Lotan More articles by this author , Paolo GonteroPaolo Gontero More articles by this author , Mesut RemziMesut Remzi More articles by this author , Kilian GustKilian Gust More articles by this author , and Shahrokh ShariatShahrokh Shariat More articles by this author View All Author Informationhttps://doi.org/10.1097/01.JU.0000556458.60096.e3AboutPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail WITHDRAWN Turin, Italy; Vienna, Austria; Houston, TX; Paris, France; Dallas, TX; Montreal, Canada; Milan, Italy; Hershey, PA; Rennes, France; Dallas, TX; Turin, Italy; Vienna, Austria© 2019 by American Urological Association Education and Research, Inc.FiguresReferencesRelatedDetails Volume 201Issue Supplement 4April 2019Page: e721-e721 Advertisement Copyright & Permissions© 2019 by American Urological Association Education and Research, Inc.MetricsAuthor Information Francesco Soria* More articles by this author David D'Andrea More articles by this author Jose Karam More articles by this author Christopher Wood More articles by this author Morgan Rouprêt More articles by this author Vitaly Margulis More articles by this author Pierre Karakiewicz More articles by this author Alberto Briganti More articles by this author Jay Raman More articles by this author Karim Bensalah More articles by this author Yair Lotan More articles by this author Paolo Gontero More articles by this author Mesut Remzi More articles by this author Kilian Gust More articles by this author Shahrokh Shariat 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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".