Evidence map›Paper›PMID 41595169›Full record

ArticleCancers2026

Impact of Computational Histology AI Biomarkers on Clinical Management Decisions in Non-Muscle Invasive Bladder Cancer: A Multi-Center Real-World Study.

Vignesh T Packiam, Saum Ghodoussipour, Badrinath R Konety, Hamed Ahmadi, Gautum Agarwal, Lesli A Kiedrowski, Viswesh Krishna, Anirudh Joshi, Stephen B Williams, Armine K Smith

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Vignesh T PackiamRutgers Cancer Institute, New Brunswick, NJ 08901, USA.ORCID 0000-0001-8397-7797
Saum GhodoussipourRutgers Cancer Institute, New Brunswick, NJ 08901, USA.ORCID 0000-0001-8901-0210
Badrinath R KonetyAllina Health, Minneapolis, MN 55407, USA.
Hamed AhmadiDepartment of Urology, University of Minnesota, Minneapolis, MN 55455, USA.
Gautum AgarwalMercy Clinic, St. Louis, MO 63141, USA.
Lesli A KiedrowskiValar Labs, Palo Alto, CA 94306, USA.ORCID 0000-0001-5081-2005
Viswesh KrishnaValar Labs, Palo Alto, CA 94306, USA.
Anirudh JoshiValar Labs, Palo Alto, CA 94306, USA.
Stephen B WilliamsDepartment of Surgery, Division of Urology, University of Texas Medical Branch, Galveston, TX 77555, USA.
Armine K SmithBrady Urological Institute, Johns Hopkins University, Washington, DC 21218, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceBacillus Calmette–GuerinComputational Histologydecision impactnon-muscle invasive bladder cancerprecision medicinerisk stratification

Identifiers

PMID41595169
PMCPMC12839055

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.