Evidence map›Paper›PMID 41890986›Full record

ArticlemedRxiv : the preprint server for health sciences2026

Reward-Guided Generation Improves the Scientific Utility of Synthetic Biomedical Data.

Nicholas J Jackson, Natalia Espinosa-Dice, Chao Yan, Bradley A Malin

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Nicholas J JacksonVanderbilt University, Nashville, TN.ORCID 0000-0001-6763-599X
Natalia Espinosa-DicePrinceton University, Princeton, NJ.
Chao YanVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0002-6719-1388
Bradley A MalinVanderbilt University, Nashville, TN.ORCID 0000-0003-3040-5175

Funding

Vanderbilt Biomedical Informatics Training ProgramT15LM007450 · NLM · VANDERBILT UNIVERSITY · PI Jessica S. Ancker, Bradley A. Malin · 2002 to 2026
$19.7M
Ethics Core (FABRIC)U54HG012510 · NHGRI · YALE UNIVERSITY · PI OHNO-MACHADO, LUCILA · 2022 to 2025
$11.2M
Generative AI for synthetic data: A framework to expand health data reach for research and ensure algorithmic fairnessK99LM014428 · NLM · VANDERBILT UNIVERSITY MEDICAL CENTER · PI YAN, CHAO · 2024 to 2025
$174k
NHGRI NIH HHS U54 HG012510NLM NIH HHS K99 LM014428NLM NIH HHS T15 LM007450
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID41890986
PMCPMC13015641

What OpenQuestion holds

Textmetadata
LicenceCC0
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.