Evidence map›Paper›PMID 42187455›Full record

ArticleBiosensors2026

GA-SVR Optimized Surface-Enhanced Raman Spectroscopy for Rapid Detection of Ciprofloxacin Residues in Chicken Blood.

Gaoliang Zhang, Zihan Ma, Chao Yang, Yang Liu, Tianyan You, Jinhui Zhao

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biosensors, 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.

Gaoliang ZhangLaboratory of Modern Agricultural Equipment and Technology, Ministry of Education, School of Agricultural Engineering, Jiangsu University, Zhenjiang 212013, China.
Zihan MaJiangxi Key Laboratory of Modern Agricultural Equipment, Jiangxi Agricultural University, Nanchang 330045, China.
Chao YangJiangxi Key Laboratory of Modern Agricultural Equipment, Jiangxi Agricultural University, Nanchang 330045, China.
Yang LiuCollege of Science and Engineering, James Cook University, Townsville, QLD 4811, Australia.ORCID 0000-0003-2085-5148
Tianyan YouLaboratory of Modern Agricultural Equipment and Technology, Ministry of Education, School of Agricultural Engineering, Jiangsu University, Zhenjiang 212013, China.ORCID 0000-0003-1579-7078
Jinhui ZhaoJiangxi Key Laboratory of Modern Agricultural Equipment, Jiangxi Agricultural University, Nanchang 330045, China.ORCID 0000-0002-3584-3572

Funding

National Natural Science Foundation of China No. 22374061
6 · The paper itself

Abstract

Ciprofloxacin residues in chicken blood pose a potential food safety risk; however, rapid detection methods for complex chicken blood matrices are lacking. This study aimed to establish a surface-enhanced Raman spectroscopy (SERS) method for the rapid detection of ciprofloxacin in chicken blood using gold colloid as the SERS substrate. Gold colloid was synthesized via the Frens method with slight modification, and key SERS detection conditions were systematically optimized to maximize SERS intensities at 1265 cm

Indexed as

CiprofloxacinSpectrum Analysis, RamanAnimalsChickensGenetic AlgorithmsGoldLeast-Squares AnalysisCiprofloxacinGoldchicken bloodciprofloxacingenetic algorithm (GA)gold colloidsupport vector regression (SVR)surface-enhanced Raman spectroscopy (SERS)

Identifiers

PMID42187455
PMCPMC13204726

What OpenQuestion holds

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LicenceCC BY
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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.