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March 28, 2026Gels2 citationsOpen Access

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

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EOElsa Ordoñez-CasanovaRSRosa Alicia Saucedo-AcuñaKTKarla Lizette Tovar-Carrillo

Key Points

  • This review aims to evaluate the impact of carbon nanotube (CNT) material properties on the reproducibility of CNT-based hydrogels.
  • Analyzed existing literature on CNT-based hydrogels.
  • Developed a reporting-based descriptor framework.
  • Examined parameters including nanotube origin, structural characterization, and biological relationships.
  • Inconsistencies in mechanical, electrical, and biological responses linked to insufficient reporting.
  • Identifying CNT properties enhances cross-study comparisons.
  • Detailed documentation improves reproducibility without requiring strict protocol standardization.

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.

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Cite This Study

Ordoñez-Casanova et al. (2026) studied this question.

synapsesocial.com/papers/69c7725e8bbfbc51511e2c77https://doi.org/10.3390/gels12040273
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