Evidence map›Paper›PMID 41230765›Full record

ArticleCPT: pharmacometrics & systems pharmacology2026

Predictive AI in Clinical Pharmacology: A Call to Action to Develop Robust Benchmarking Practices.

Ana Victoria Ponce-Bobadilla, Dominic Bräm, Ali Farnoud, Holger Fröhlich, Alexander Janssen, Niklas Korsbo, Klaus Lindauer, Elba Raimúndez, Anuraag Saini, Sven Stodtmann and 4 more

Abstract read
In one paragraph

Article in CPT: pharmacometrics & systems pharmacology, 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. Review
  2. Article
  3. Article
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

14 authors.

Ana Victoria Ponce-BobadillaClinical Pharmacology, AbbVie Deutschland GmbH Co. KG, Ludwigshafen am Rhein, Germany.ORCID https://orcid.org/0000-0002-0959-4058
Dominic BrämPediatric Pharmacology and Pharmacometrics, University Children's Hospital Basel (UKBB), University of Basel, Basel, Switzerland.ORCID https://orcid.org/0000-0001-9094-8361
Ali FarnoudBoehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.ORCID https://orcid.org/0000-0002-9298-5497
Holger FröhlichFraunhofer Institute for Algorithms and Scientific Computing, Sankt Augustin, Germany.ORCID https://orcid.org/0000-0002-5328-1243
Alexander JanssenDepartment of Pediatric Hematology, Erasmus MC Sophia Children's Hospital, University Medical Center Rotterdam, Rotterdam, the Netherlands.ORCID https://orcid.org/0000-0003-0719-0831
Niklas KorsboPumas AI, Annapolis, Maryland, USA.ORCID https://orcid.org/0000-0001-9811-3190
Klaus LindauerGrünenthal GmbH, Aachen, Germany.ORCID https://orcid.org/0000-0002-8442-8519
Elba RaimúndezSanofi R&D, Translational Medicine Unit, Quantitative Pharmacology, Development Pharmacometrics, Frankfurt, Germany.ORCID https://orcid.org/0000-0002-2790-6668
Anuraag SainiBoehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.ORCID https://orcid.org/0000-0002-8598-2327
Sven StodtmannClinical Pharmacology, AbbVie Deutschland GmbH Co. KG, Ludwigshafen am Rhein, Germany.ORCID https://orcid.org/0000-0002-7986-4447
Diego ValderramaFraunhofer Institute for Algorithms and Scientific Computing, Sankt Augustin, Germany.ORCID https://orcid.org/0000-0002-3450-0359
Kristoffer Winther BallingDepartment of Pharmacometrics, Novo Nordisk A/S, Søborg, Denmark.ORCID https://orcid.org/0009-0007-3878-1673
Jane KnöchelInSilicoTrials Technologies S.P.A, Trieste, Italy.ORCID https://orcid.org/0000-0001-9839-2433
Sven MensingClinical Pharmacology, AbbVie Deutschland GmbH Co. KG, Ludwigshafen am Rhein, Germany.ORCID https://orcid.org/0000-0002-9434-647X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID41230765
PMCPMC12823324

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.