Evidence map›Paper›PMID 42151093›Full record

ArticleEnvironmental science & technology2026

Accelerating AOP Development in the AOP-Wiki with AI: A Practical Road Map for the Community.

You Song, Vikas Kumar, Shihori Tanabe, Daniel L Villeneuve, Clemens Wittwehr

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Environmental science & technology, 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

5 authors.

You SongNorwegian Institute for Water Research (NIVA), Sognsveien 72, 0855 Oslo, Norway.ORCID 0000-0001-8523-3513
Vikas KumarPere Virgili Health Research Institute (IISPV), C/Dr. Mallafrè Guasch 4, Edifici Modular, Hospital Universitari de Tarragona Joan XXIII, 43007 Tarragona, Spain.ORCID 0000-0002-9795-5967
Shihori TanabeNational Institute of Health Sciences, Center for Biological Safety and Research, Division of Risk Assessment, 3-25-26, Tonomachi, Kawasaki-ku, Kawasaki 210-9501, Japan.
Daniel L VilleneuveOffice of Chemical Safety and Pollution Prevention, Risk Assessment Support Division, U.S. Environmental Protection Agency (US EPA), 6201 Congdon Boulevard, Duluth, Minnesota 55804-2595, United States.ORCID 0000-0003-2801-0203
Clemens WittwehrEuropean Commission, Joint Research Centre (JRC), Via Enrico Fermi, 2749, 21027 Ispra, VA, Italy.ORCID 0000-0003-2760-7702

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

adverse outcome pathway (AOP)AOP-Wikiartificial intelligence (AI)evidence synthesishuman−AI hybrid workflowlarge language model (LLM)

Identifiers

PMID42151093
PMCPMC13235535

What OpenQuestion 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 OpenQuestion graph.