Evidence map›Paper›PMID 42487914›Full record

ArticleJournal of biomedical optics2026

Enhancing skin tone representation in optical vascular phantoms.

Anni Ranta-Lassila, Lauri Rannaste, Jarno Petäjä, Marko Korkalainen, Markku Alamäki, Alexey Popov

Abstract read
In one paragraph

Article in Journal of biomedical optics, 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

6 authors.

Anni Ranta-LassilaVTT Technical Research Centre of Finland, Oulu, Finland.ORCID https://orcid.org/0009-0007-5892-4088
Lauri RannasteVTT Technical Research Centre of Finland, Oulu, Finland.ORCID https://orcid.org/0000-0001-5047-9716
Jarno PetäjäVTT Technical Research Centre of Finland, Oulu, Finland.
Marko KorkalainenVTT Technical Research Centre of Finland, Oulu, Finland.
Markku AlamäkiVTT Technical Research Centre of Finland, Oulu, Finland.ORCID https://orcid.org/0000-0002-1163-6237
Alexey PopovVTT Technical Research Centre of Finland, Oulu, Finland.ORCID https://orcid.org/0000-0002-1417-6715

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Significance: Racial disparities and bias in the performance of optical medical devices, particularly in individuals with darker skin tones, have raised concerns about diagnostic accuracy and healthcare equity. To address the issue of misdiagnosis in people of color, there is a critical need for more representative tools in device testing and development. Skin-mimicking optical phantoms spanning a broad range of skin tones provide a practical solution, enabling more equitable and accurate evaluation of optical technologies. Aim: We aimed to develop optical skin-mimicking phantoms representing a range of skin tones for use in the development and evaluation of optical medical and consumer wearable devices. Approach: Multi-layered water-free silicone-based optical phantoms were designed and fabricated to replicate the optical and mechanical properties of the skin. A vascular structure was integrated into the phantoms, around which a micropump system was developed to simulate blood flow. The phantoms were evaluated using spectroscopy and hyperspectral imaging. Results: The phantoms of varying skin tones with corresponding individual typology angle values spanning from 51.4 to Conclusions: Optical skin-mimicking phantoms containing vascular structures with various skin tones were demonstrated, showcasing their potential as valuable and durable tools for improving the development of optical medical devices and consumer wearables for diverse populations.

Indexed as

Phantoms, ImagingSkinSkin PigmentationEquipment DesignHumansHyperspectral ImagingSpectrum Analysishyperspectral imagingmechanical propertiesmicrofluidicsoptical phantomoptical propertiesskin tonespectroscopyvascular phantomvasculature

Identifiers

PMID42487914
PMCPMC13389507

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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.