Optimization of Electrospun PCL-PLGA Substrates for Lung Basement Membrane Applications Using Response Surface Methodology and Machine Learning Approaches.

Golestan Salimbeigi, Halima Boutouil, Tanya Levingstone, Garrett B McGuinness

Abstract read

In one paragraph

Article in ACS omega, 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.

Golestan SalimbeigiSchool of Mechanical & Manufacturing Engineering, Dublin City University, Collins Avenue Extension, Glasnevin, D09 V209, Dublin 9, Ireland.

Halima BoutouilSchool of Mechanical & Manufacturing Engineering, Dublin City University, Collins Avenue Extension, Glasnevin, D09 V209, Dublin 9, Ireland.

Tanya LevingstoneSchool of Mechanical & Manufacturing Engineering, Dublin City University, Collins Avenue Extension, Glasnevin, D09 V209, Dublin 9, Ireland.

Garrett B McGuinnessSchool of Mechanical & Manufacturing Engineering, Dublin City University, Collins Avenue Extension, Glasnevin, D09 V209, Dublin 9, Ireland.ORCID https://orcid.org/0000-0002-1023-8667

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Electrospun membranes are widely used in tissue modeling because their tunable fibrous architecture can capture key structural features of the extracellular matrix of native tissues. For functional in vitro lung barrier models, membrane substrates should ideally combine stability and reproducibility with basement-membrane-relevant features, including fine fibers, reduced stiffness, and sufficient strength and extensibility to tolerate breathing-mimetic deformation. Here, poly-(ε-caprolactone) (PCL)-poly-(lactic-

Identifiers

PMID42569071

DOI10.1021/acsomega.6c03020

PMCPMC13448921

What OpenQuestion holds

Textmetadata

LicenceCC BY-NC-ND

Read underepoch 390

Registered trials

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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.