Thermal Plasticity Data for Hydrogels via Superheating-Mediated Nucleation

A 5.5 MB Excel dataset from figshare, authored by Liang GAO and last updated in May 2026. It contains data on tailoring the critical transition temperature of polymer networks through salt-regulated thermal plasticity. The dataset supports the development of reconfigurable freeze-indicating hydrogel tags for applications like vaccine cold-chain monitoring.

Use Cases

• Modeling the correlation between swelling temperature and critical transition temperature based on the described equation Tc = Ts + ΔT.
• Analyzing the effect of Hofmeister salt species on hydrogel equilibrium water content and thermal memory encoding.
• Developing predictive models for superheating-induced nucleation behavior based on network elasticity and miscibility data.
• Designing and calibrating reconfigurable freeze-indicating tags for cold-chain logistics based on subzero temperature violation data.

Strengths

• Dataset is 5.5 MB in size, indicating a focused and manageable scale for analysis.
• The description provides a detailed physical mechanism (temperature-dependent miscibility and elasticity-modulated nucleation) for the observed phenomena.
• Includes a practical application example (freeze-indicating hydrogel tags) demonstrating real-world relevance.

Limitations

• Row count is unknown, which may limit suitability assessment for large-scale modeling.
• Column-level documentation is absent; field semantics must be inferred from the description after download.
• The dataset's temporal and experimental context is not explicitly detailed beyond the publication date.

Provenance

Source

Liang GAO via figshare

Collection Method

Likely contains experimental results from conditioning poly(vinyl propional) hydrogels in salt solutions and measuring thermal transitions.

Freshness

Last updated 2026-05-10 06:24:29