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Record W4415687539 · doi:10.1002/smll.202508897

Bioinspired and Biodegradable Hydrothermally Treated Cellulose Nanocrystal Aerogels for High Efficiency Solar Steam Generation and Sustainable Water Purification

2025· article· en· W4415687539 on OpenAlexafffund
Zongzhe Li, Stephanie Co, James Drummond, D. Mark Martinez, Feng Jiang, Mark J. MacLachlan

Bibliographic record

VenueSmall · 2025
Typearticle
Languageen
FieldEnergy
TopicSolar-Powered Water Purification Methods
Canadian institutionsUniversity of British Columbia
FundersBritish Columbia Knowledge Development FundNatural Sciences and Engineering Research Council of CanadaUniversity of British ColumbiaCanada Research ChairsCanada Foundation for Innovation
KeywordsDesalinationEvaporationSolar desalinationPortable water purificationCelluloseMicrostructurePopulationGreenhouse gasWater scarcity

Abstract

fetched live from OpenAlex

Abstract Access to clean water is crucial for human survival, yet a significant portion of the global population continues to face challenges from water scarcity and contamination. Traditional water purification methods such as desalination and distillation are energy‐intensive, necessitating the adoption of green alternatives to reduce greenhouse gas emissions and mitigate global warming. High‐efficiency solar steam generation has emerged as a promising solution. Although many solar evaporators have shown impressive evaporation rates, construction of these using only sustainable materials remains challenging. Inspired by the microstructure of natural wood, a series of hydrothermally‐treated cellulose nanocrystal aerogels (HTCAs) is proposed as efficient and eco‐friendly solar steam generators. The HTCAs are prepared through a one‐pot hydrothermal treatment, avoiding the use of hazardous chemicals, and entirely based on sustainable cellulose nanocrystals. They present low tortuosity porous microstructures and exhibit high evaporation rate (1.70 kg m −2 h −1 under 1 sun irradiation) with low water evaporation enthalpy (841 ± 35 J g −1 ). Integration with advanced water purification techniques also demonstrates their effectiveness in removing contaminants. This strategy mimics the microstructure of wood through unidirectional freeze‐drying and offers a sustainable pathway to biodegradable solar steam generators, potentially alleviating the global water scarcity within the carbon neutrality framework.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.018
GPT teacher head0.241
Teacher spread0.223 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2025
Admission routes2
Has abstractyes

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