Evidence map›Paper›PMID 41900252›Full record

ReviewMicromachines2026

Recent Progress in Gain Materials for Microlasers and Modern Digital Approaches for Biophotonics: From Dyes to Semiconductors.

Carlos A Calles-Arriaga, Romeo Selvas-Aguilar, Arturo A Castillo-Guzmán, Wilian J Pech-Rodríguez, Enrique Rocha-Rangel, María T Maldonado-Sada, José A Rodríguez-García, José A Castillo-Robles, Eddie N Armendáriz-Mireles

Abstract readReview
In one paragraph

Review in Micromachines, 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

9 authors.

Carlos A Calles-ArriagaResearch and Postgraduate Department, Victoria Polytechnic University, Science and Technology Park, Victoria City 87138, Tamaulipas, Mexico.ORCID 0000-0003-2799-9734
Romeo Selvas-AguilarFacultad de Ciencias Físico Matemáticas, Universidad Autónoma de Nuevo León, Av. Universidad s/n, Ciudad Universitaria, San Nicolás de los Garza 66455, Nuevo León, Mexico.ORCID 0000-0001-7012-3901
Arturo A Castillo-GuzmánFacultad de Ciencias Físico Matemáticas, Universidad Autónoma de Nuevo León, Av. Universidad s/n, Ciudad Universitaria, San Nicolás de los Garza 66455, Nuevo León, Mexico.ORCID 0000-0002-0505-832X
Wilian J Pech-RodríguezResearch and Postgraduate Department, Victoria Polytechnic University, Science and Technology Park, Victoria City 87138, Tamaulipas, Mexico.ORCID 0000-0001-7048-1856
Enrique Rocha-RangelResearch and Postgraduate Department, Victoria Polytechnic University, Science and Technology Park, Victoria City 87138, Tamaulipas, Mexico.ORCID 0000-0001-8654-3679
María T Maldonado-SadaSchool of Engineering and Science, Autonomous University of Tamaulipas, Victoria City 87149, Tamaulipas, Mexico.ORCID 0000-0002-7285-4457
José A Rodríguez-GarcíaResearch and Postgraduate Department, Victoria Polytechnic University, Science and Technology Park, Victoria City 87138, Tamaulipas, Mexico.ORCID 0000-0002-6226-4242
José A Castillo-RoblesResearch and Postgraduate Department, Victoria Polytechnic University, Science and Technology Park, Victoria City 87138, Tamaulipas, Mexico.ORCID 0000-0001-7889-1884
Eddie N Armendáriz-MirelesResearch and Postgraduate Department, Victoria Polytechnic University, Science and Technology Park, Victoria City 87138, Tamaulipas, Mexico.ORCID 0000-0002-6788-8951

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microlasers are innovative photonics devices that have recently attracted attention for their unique characteristics, including compactness, broad spectral emission, and low lasing threshold. These properties are beneficial in biophotonics as these lasers can interact with biological materials without causing damage, especially for optical biosensing applications. Among the optical materials recently used as gain media in microlasers are organic dyes, rare-earth ions, fluorescent proteins, and semiconductors, including quantum dots and perovskites. Moreover, different optical cavities and current laser configurations have increased the versatility of microlasers. Recently, digital sensing methods based on novel algorithms, machine learning, and neural networks have been combined with microlaser systems to enhance their accuracy and expand their applications. This work provides a comprehensive review of recent progress in microlasers, covering gain media, microcavity types, and their applications in biophotonics, including conventional spectral-based sensing and new digital approaches for the biomedical field.

Indexed as

dyeslasersmachine learningneural networkssemiconductors

Identifiers

PMID41900252
PMCPMC13028427

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.