Reproducibility in Carbon Nanotube-Based Hydrogels: The Role of CNT Material State and Reporting

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Authors: Elsa Ordoñez-Casanova, Rosa Alicia Saucedo-Acuña, Karla Lizette Tovar-Carrillo, Héctor Alejandro Trejo Mandujano
Cited by: 2
References: 58

Abstract

Carbon nanotube (CNT)-based hydrogels continue to present a persistent challenge of material comparability, as systems that appear equivalent frequently generate different mechanical, electrical, and biological responses. Although experimental variability is frequently cited as the primary explanation, many discrepancies arise from comparing systems whose nanotubes differ structurally in ways that are rarely documented. Diameter distribution, defect density, residual catalyst content, and surface chemistry directly influence CNT dispersion, network integration, and interactions in hydrated polymer matrices. When these parameters are insufficiently reported, formulations that appear comparable may represent materially distinct systems. In this review, the CNT-hydrogel literature is reconsidered from the perspective of material comparability. Rather than focusing only on whether reported results agree across studies, this review evaluates whether sufficient structural and processing information is available to determine if the systems being compared are materially equivalent. Selected publications were analyzed using a reporting-based descriptor framework encompassing nanotube origin, structural characterization, dispersion, microstructure, transport behavior, and biological relationships. A consistent pattern emerges: reproducibility becomes more interpretable when nanotube identity and processing history are documented with sufficient resolution. This enables meaningful cross-study comparison without requiring strict protocol standardization.

Fields of Study & Subjects

Carbon Nanotubes in Composites Conducting polymers and applications Hydrogels: synthesis properties applications

Publication details

Journal / source
Gels
Publisher
MDPI AG
Volume
12
Issue
4
Pages
273–273
Publication date
26 March 2026
Language
EN