Evidence map›Paper›PMID 42390116›Full record

ArticleJournal of chemical information and modeling2026

PFASGroups: An Open-Source Framework for Automated Identification, Structural Classification, and Prioritization of Per- and Polyfluoroalkyl Substances.

Luc T Miaz, Ian T Cousins, Ida Rahu

Abstract read
In one paragraph

Article in Journal of chemical information and modeling, 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

3 authors.

Luc T MiazDepartment of Environmental Science, Stockholm University, Svante Arrhenius Väg 8, SE-106 91Stockholm, Sweden.ORCID 0000-0003-0996-4917
Ian T CousinsDepartment of Environmental Science, Stockholm University, Svante Arrhenius Väg 8, SE-106 91Stockholm, Sweden.ORCID 0000-0002-7035-8660
Ida RahuDepartment of Environmental Science, Stockholm University, Svante Arrhenius Väg 8, SE-106 91Stockholm, Sweden.ORCID 0000-0001-5497-5522

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Per- and polyfluoroalkyl substances (PFAS) are highly persistent synthetic chemicals that are widely detected in environmental and biological systems and are increasingly targeted by global regulatory actions. Their structural diversity, together with multiple and evolving PFAS definitions, complicates automated identification and classification across large chemical data sets. Here we present

Indexed as

CheminformaticsHydrocarbons, FluorinatedSoftwareAutomationMachine LearningHydrocarbons, Fluorinated

Identifiers

PMID42390116
PMCPMC13417881

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.