ReviewAngewandte Chemie (International ed. in English)2025
Data-Driven Review on Aerogels and Polymeric Aerogels.
Review in Angewandte Chemie (International ed. in English), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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.
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.
Who cites it
5 citing papers in PubMed.
- Sustainable Polymer Aerogels: Multiscale Design from Biomass and Thermoset Networks to AI-Guided Materials Discovery.Gels (Basel, Switzerland) · 2026Review
- Tuning the acoustic and thermal insulation properties of polyimide aerogelsRSC advances · 2026Article
- SiOSmall (Weinheim an der Bergstrasse, Germany) · 2026Review
- Smart NIR-Emitting Organometallo Pt(II)-Ionosilica Aerogel for Selective Au(III) Sensing and Recovery.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Data-Driven Review on Aerogels and Polymeric Aerogels.Angewandte Chemie (International ed. in English) · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
A thoroughly data-driven review on the chemistry, properties, and applications of aerogels is provided. Aerogel is a category of solid materials having homogeneous, highly porous nanostructures. Unique physicochemical properties of aerogels have attracted much attention in wide fields due to their potentials for energy/environmental issues in the 21st century, while an exponentially increasing number of papers are causing an academic fever and unreliable data issues. Statistical analysis based on an exhaustive literature survey from almost all the papers with "aerogel" in their titles reveals a flood of freeze-dried aerogels mainly consisting of organic polymers and organic-inorganic composites. Process-property data from polymer aerogel papers are analyzed by a machine-learning approach aiming to establish data infrastructure toward future aerogel studies. Data-evidenced critical discussion specifies a tendency in unreliable thermal conductivity data of these papers.
Indexed as
Identifiers
What OpenQuestion holds
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.