ArticleJournal of sol-gel science and technology2024
The poor reliability of thermal conductivity data in the aerogel literature: a call to action!
Article in Journal of sol-gel science and technology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
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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.
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.
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Who cites it
11 citing papers in PubMed.
- Extremely low thermal conductivity in rigid layered hybrid perovskites.Science advances · 2026Article
- Self-Seeded Nucleation of PET in a Benign Solvent Yields a High Modulus Aerogel With Ultra-Low Thermal Conductivity.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Thermal Conductivity in Nanoporous Aerogels: A Critical Review of Gas and Solid Conduction Models and Structure-Property Relations.Gels (Basel, Switzerland) · 2026Review
- Machine Learning for Thermal Transport Prediction in Nanoporous Materials: Progress, Challenges, and Opportunities.Nanomaterials (Basel, Switzerland) · 2025Review
- Aerogels Part 1: A Focus on the Most Patented Ultralight, Highly Porous Inorganic Networks and the Plethora of Their Advanced Applications.Gels (Basel, Switzerland) · 2025Review
- Closed-Loop Recyclable Polyhexahydrotriazine Aerogels Utilizing N,N-Dimethyl Lactamide as a Green Solvent.ChemSusChem · 2025Article
- Data-Driven Review on Aerogels and Polymeric Aerogels.Angewandte Chemie (International ed. in English) · 2025Review
- Closed-Loop Recyclable Polyhexahydrotriazine Aerogels Derived From PET Waste.Small (Weinheim an der Bergstrasse, Germany) · 2025Article
- Polybenzimidazole Aerogels with High Thermal Stability and Mechanical Performance for Advanced Thermal Insulation Applications.ACS applied materials & interfaces · 2025Article
- One-Step Synthesis of Closed-Loop Recyclable and Thermally Superinsulating Polyhexahydrotriazine Aerogels.Advanced materials (Deerfield Beach, Fla.) · 2025Article
- High-Performance Organic Aerogels Tailored for Versatile Recycling Approaches: Recycling-Reforming-Upcycling.Small (Weinheim an der Bergstrasse, Germany) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Aerogels are an exciting class of materials with record-breaking properties including, in some cases, ultra-low thermal conductivities. The last decade has seen a veritable explosion in aerogel research and industry R&D, leading to the synthesis of aerogels from a variety of materials for a rapidly expanding range of applications. However, both from the research side, and certainly from a market perspective, thermal insulation remains the dominant application. Unfortunately, continued progress in this area suffers from the proliferation of incorrect thermal conductivity data, with values that often are far outside of what is possible within the physical limitations. This loss of credibility in reported thermal conductivity data poses difficulties in comparing the thermal performance of different types of aerogels and other thermal superinsulators, may set back further scientific progress, and hinder technology transfer to industry and society. Here, we have compiled 519 thermal conductivity results from 87 research papers, encompassing silica, other inorganic, biopolymer and synthetic polymer aerogels, to highlight the extent of the problem. Thermal conductivity data outside of what is physically possible are common, even in high profile journals and from the world's best universities and institutes. Both steady-state and transient methods can provide accurate thermal conductivity data with proper instrumentation, suitable sample materials and experienced users, but nearly all implausible data derive from transient methods, and hot disk measurements in particular, indicating that under unfavorable circumstances, and in the context of aerogel research, transient methods are more prone to return unreliable data. Guidelines on how to acquire reliable thermal conductivity data are provided. This paper is a call to authors, reviewers, editors and readers to exercise caution and skepticism when they report, publish or interpret thermal conductivity data. Graphical Abstract:
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Registered trials
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.