1331: University of Toronto Clinical Trial of Muscle-Derived Cell Injection in Women with Stress Urinary Incontinence
Bibliographic record
Abstract
You have accessJournal of UrologyModerated Poster 41, Tuesday, May 22, 2007, 10:00 am - 12:00 pm1 Apr 20071331: University of Toronto Clinical Trial of Muscle-Derived Cell Injection in Women with Stress Urinary Incontinence Lesley K. Carr, Deborah Steele, Shannon Steele, David Wagner, Ryan Pruchnic, Ronald J. Jankowski, Janet Erickson, Wendy W. Leng, and Michael B. Chancellor Lesley K. CarrLesley K. Carr More articles by this author , Deborah SteeleDeborah Steele More articles by this author , Shannon SteeleShannon Steele More articles by this author , David WagnerDavid Wagner More articles by this author , Ryan PruchnicRyan Pruchnic More articles by this author , Ronald J. JankowskiRonald J. Jankowski More articles by this author , Janet EricksonJanet Erickson More articles by this author , Wendy W. LengWendy W. Leng More articles by this author , and Michael B. ChancellorMichael B. Chancellor More articles by this author View All Author Informationhttps://doi.org/10.1016/S0022-5347(18)31545-3AboutPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "1331: University of Toronto Clinical Trial of Muscle-Derived Cell Injection in Women with Stress Urinary Incontinence." The Journal of Urology, 177(4S), p. 439 © 2016 by American Urological AssociationFiguresReferencesRelatedDetails Volume 177Issue 4SApril 2007Page: 439 Advertisement Copyright & Permissions© 2016 by American Urological AssociationMetricsAuthor Information Lesley K. Carr More articles by this author Deborah Steele More articles by this author Shannon Steele More articles by this author David Wagner More articles by this author Ryan Pruchnic More articles by this author Ronald J. Jankowski More articles by this author Janet Erickson More articles by this author Wendy W. Leng More articles by this author Michael B. Chancellor 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.057 | 0.004 |
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".