Evidence map›Paper›PMID 42845666›Full record

ArticleNanophotonics (Berlin, Germany)2026

Shannon Entropy and Lévy Statistics for Machine Learning-Assisted Spectral Sensing in Random Fiber Lasers With Magnetic Core-Shell Nanoscatterers.

Emanuel P Santos, Wenyu Du, Edwin D Coronel, Alyson J A Carvalho, G Palacios, Cecília L A V Campos, Zhijia Hu, Ernesto P Raposo, Anderson S L Gomes

Abstract read
In one paragraph

Article in Nanophotonics (Berlin, Germany), 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.

Emanuel P SantosDepartamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.ORCID https://orcid.org/0000-0003-0548-668X
Wenyu DuState Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology Information Materials and Intelligent Sensing Laboratory of Anhui Province Key Laboratory of Opto-Electronic Information Acquisition and Manipulation of Ministry of Education School of Physics and Opto-electronics Engineering Anhui University Hefei China.
Edwin D CoronelDepartamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.ORCID https://orcid.org/0000-0003-2831-6878
Alyson J A CarvalhoDepartamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.
G PalaciosDepartamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.ORCID https://orcid.org/0000-0003-2609-9400
Cecília L A V CamposDepartamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.ORCID https://orcid.org/0000-0001-5882-2670
Zhijia HuState Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology Information Materials and Intelligent Sensing Laboratory of Anhui Province Key Laboratory of Opto-Electronic Information Acquisition and Manipulation of Ministry of Education School of Physics and Opto-electronics Engineering Anhui University Hefei China.ORCID https://orcid.org/0009-0004-7417-1301
Ernesto P RaposoLaboratório de Física Teórica e Computacional Departamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.ORCID https://orcid.org/0000-0002-4178-8266
Anderson S L GomesDepartamento de Física Universidade Federal de Pernambuco Recife Pernambuco Brazil.ORCID https://orcid.org/0000-0001-6536-6570

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We investigate the relationship between Shannon entropy and Lévy statistics in a random fiber laser based on a dye-doped polymer optical fiber with magnetic core-shell

Indexed as

Lévy statisticsneural networkrandom fiber laserrandom laserShannon entropy

Identifiers

PMID42845666
PMCPMC13642104

What OpenQuestion holds

Textmetadata
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.