Evidence map›Paper›PMID 36560375›Full record

ArticleSensors (Basel, Switzerland)2022

Non-Specific Responsive Nanogels and Plasmonics to Design MathMaterial Sensing Interfaces: The Case of a Solvent Sensor.

Nunzio Cennamo, Francesco Arcadio, Fiore Capasso, Devid Maniglio, Luigi Zeni, Alessandra Maria Bossi

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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.

Nunzio CennamoDepartment of Engineering, University of Campania Luigi Vanvitelli, Via Roma 29, 81031 Aversa, Italy.ORCID 0000-0001-7769-0984
Francesco ArcadioDepartment of Engineering, University of Campania Luigi Vanvitelli, Via Roma 29, 81031 Aversa, Italy.ORCID 0000-0001-7863-743X
Fiore CapassoDepartment of Engineering, University of Campania Luigi Vanvitelli, Via Roma 29, 81031 Aversa, Italy.
Devid ManiglioDepartment of Industrial Engineering, BIOtech Research Center, University of Trento, Via delle Regole 101, Mattarello, 38123 Trento, Italy.ORCID 0000-0002-1653-861X
Luigi ZeniDepartment of Engineering, University of Campania Luigi Vanvitelli, Via Roma 29, 81031 Aversa, Italy.ORCID 0000-0001-8356-7480
Alessandra Maria BossiDepartment of Biotechnology, University of Verona, Strada Le Grazie 15, 37134 Verona, Italy.ORCID 0000-0002-2542-8412

Funding

Ministry of Education, Universities and Research 40-G-15185-5
6 · The paper itself

Abstract

The combination of non-specific deformable nanogels and plasmonic optical probes provides an innovative solution for specific sensing using a generalistic recognition layer. Soft polyacrylamide nanogels that lack specific selectivity but are characterized by responsive behavior, i.e., shrinking and swelling dependent on the surrounding environment, were grafted to a gold plasmonic D-shaped plastic optical fiber (POF) probe. The nanogel-POF cyclically challenged with water or alcoholic solutions optically reported the reversible solvent-to-phase transitions of the nanomaterial, embodying a primary optical switch. Additionally, the non-specific nanogel-POF interface exhibited more degrees of freedom through which specific sensing was enabled. The real-time monitoring of the refractive index variations due to the time-related volume-to-phase transition effects of the nanogels enabled us to determine the environment's characteristics and broadly classify solvents. Hence the nanogel-POF interface was a descriptor of mathematical functions for substance identification and classification processes. These results epitomize the concept of responsive non-specific nanomaterials to perform a multiparametric description of the environment, offering a specific set of features for the processing stage and particularly suitable for machine and deep learning. Thus, soft MathMaterial interfaces provide the ground to devise devices suitable for the next generation of smart intelligent sensing processes.

Indexed as

Polyethylene GlycolsPolyethyleneimineNanogelsPlasticsSolventsNanogelsPlasticspolyethylene glycol polyethyleneimine nanogelPolyethylene GlycolsPolyethyleneimineSolventsartificial intelligencechemical sensorinterfaceMathMaterialmultidimensional sensingnanogelplasmonicsresponsive nanomaterials

Identifiers

PMID36560375
PMCPMC9787685

What OpenQuestion holds

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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.