Evidence map›Paper›PMID 42043126›Full record

ArticleToxics2026

Comparative Evaluation of Machine Learning Models for Residential PM

Marija Jelena Lovrić Štefiček, Silvije Davila, Gordana Pehnec, Ivan Bešlić, Željka Ujević Andrijić, Ivana Banić, Mirjana Turkalj, Mario Lovrić, Luka Kazensky, Goran Gajski

Abstract read
In one paragraph

Article in Toxics, 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

10 authors.

Marija Jelena Lovrić ŠtefičekInstitute for Medical Research and Occupational Health, 10000 Zagreb, Croatia.ORCID 0000-0002-3440-9168
Silvije DavilaInstitute for Medical Research and Occupational Health, 10000 Zagreb, Croatia.ORCID 0000-0002-3474-9883
Gordana PehnecInstitute for Medical Research and Occupational Health, 10000 Zagreb, Croatia.ORCID 0000-0001-5155-1847
Ivan BešlićInstitute for Medical Research and Occupational Health, 10000 Zagreb, Croatia.ORCID 0000-0002-6041-2299
Željka Ujević AndrijićFaculty of Chemical Engineering, University of Zagreb, 10000 Zagreb, Croatia.ORCID 0009-0009-6370-6274
Ivana BanićSrebrnjak Children's Hospital, 10000 Zagreb, Croatia.ORCID 0000-0002-0017-142X
Mirjana TurkaljSrebrnjak Children's Hospital, 10000 Zagreb, Croatia.ORCID 0000-0002-5339-861X
Mario LovrićCenter for Applied Bioanthropology, Institute for Anthropological Research, 10000 Zagreb, Croatia.ORCID 0000-0002-3541-9624
Luka KazenskyInstitute for Medical Research and Occupational Health, 10000 Zagreb, Croatia.ORCID 0009-0007-9685-4279
Goran GajskiInstitute for Medical Research and Occupational Health, 10000 Zagreb, Croatia.ORCID 0000-0002-1886-1453

Funding

European Regional Development Fund KK.01.1.1.02.0007European Union-Next Generation EU Program Contract of 8 December 2023, Class: 643-02/23-01/00016, Reg. no. 533-03-23-0006; Bio-MolTox and EnvironPollutHealthHorizon Europe No. 101057497 (EDIAQI)
6 · The paper itself

Abstract

Indoor exposure to particulate matter (PM) is increasingly recognized as a major contributor to respiratory and cardiovascular risk, yet the relative contributions of outdoor pollution, building characteristics, and occupant behavior remain poorly resolved. PM

Indexed as

indoor air qualitymachine learningoutdoor pollutionparticulate matterpublic healthregressionSHAP

Identifiers

PMID42043126
PMCPMC13120560

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.