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Record W4385857188 · doi:10.1016/j.eururo.2023.08.004

Phase 2 Trial of Atezolizumab in Bacillus Calmette-Guérin–unresponsive High-risk Non–muscle-invasive Bladder Cancer: SWOG S1605

2023· article· en· W4385857188 on OpenAlexaff
Peter C. Black, Catherine M. Tangen, Parminder Singh, David J. McConkey, M. Scott Lucia, William T. Lowrance, Vadim S. Koshkin, Kelly Stratton, Trinity J. Bivalacqua, Wassim Kassouf, Sima P. Porten, Rick Bangs, Melissa Plets, Ian M. Thompson, Seth P. Lerner

Bibliographic record

VenueEuropean Urology · 2023
Typearticle
Languageen
FieldMedicine
TopicBladder and Urothelial Cancer Treatments
Canadian institutionsMcGill University Health CentreUniversity of British ColumbiaUniversity of British Columbia Hospital
FundersNational Cancer Institute, Cairo UniversityAstraZenecaGenentechAmerican College of Radiology Imaging NetworkAstellas PharmaNational Cancer InstituteNational Institutes of Health
KeywordsMedicineAtezolizumabBladder cancerOncologyInternal medicineBacillus (shape)UrologyCancerImmunotherapyPembrolizumab

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.383
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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.

Opus teacher head0.025
GPT teacher head0.312
Teacher spread0.288 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designRandomized trial
Domainnot available
GenreEmpirical

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".

Quick stats

Citations91
Published2023
Admission routes1
Has abstractno

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