Evidence map›Paper›PMID 41557178›Full record

ReviewAnalytical and bioanalytical chemistry2026

Ion sensing in agricultural and food applications: a critical review of solid-contact ion-selective sensors.

Gustavo L Miliao, Francesco G Winandar, Ethan H Leung, Cicero C Pola, Jonathan C Claussen, Carmen L Gomes

Abstract readReview
PubMed Publisher
In one paragraph

Review in Analytical and bioanalytical chemistry, 2026. 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. Article
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.

Gustavo L MiliaoDepartment of Mechanical Engineering, Iowa State University, Ames, IA, 50011, USA.
Francesco G WinandarDepartment of Mechanical Engineering, Iowa State University, Ames, IA, 50011, USA.
Ethan H LeungDepartment of Mechanical Engineering, Iowa State University, Ames, IA, 50011, USA.
Cicero C PolaDepartment of Food Science and Human Nutrition, Iowa State University, Ames, IA, 50011, USA.
Jonathan C ClaussenDepartment of Mechanical Engineering, Iowa State University, Ames, IA, 50011, USA.
Carmen L GomesDepartment of Mechanical Engineering, Iowa State University, Ames, IA, 50011, USA. carmen@iastate.edu.

Funding

National Institute of Food and Agriculture 2018-67016-27578National Institute of Food and Agriculture 2020-67021-31375National Institute of Food and Agriculture 2021- 67011-35130National Institute of Food and Agriculture 2021-67021-34457National Institute of Food and Agriculture 2023-38821-39796National Science Foundation 2231632National Science Foundation CMMI-2037026National Science Foundation EEC-2231632
6 · The paper itself

Abstract

Solid-contact ion-selective electrodes (SC-ISEs) have gained prominence as versatile tools for monitoring ionic species in complex agricultural and food matrices, offering low-cost, miniaturizable, and field-deployable alternatives to conventional laboratory assays. This review critically examines electrochemical transduction techniques for SC-ISEs, including potentiometry, coulometry, amperometry, voltammetry, and electrochemical impedance spectroscopy. By evaluating these techniques based on their detection mechanisms, sensitivity ranges, selectivity characteristics, and application potential, we highlight how dynamic electrochemical modes can overcome potentiometry limitations. Emphasis is placed on the role of solid-contact design, nanostructured materials (e.g., conducting polymers, carbon nanomaterials, and laser-induced graphene), and integrated readout strategies that enhance sensor performance in real-world applications. We also analyze state-of-the-art configurations for ion detection in soil, water, and food products. Finally, we discuss current challenges and offer perspectives on SC-ISEs integration into cyber-physical systems, where real-time, connected, and autonomous sensing will be central for sustainable agriculture and food systems, while also addressing regulatory considerations.

Indexed as

Agrifood sectorElectrochemical methodsFood productionIon sensorsPrecision agriculture

Identifiers

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.