MétaCan
Menu
Back to cohort
Record W4407963212 · doi:10.1016/j.indcrop.2025.120735

Polymerized hierarchical vertical lamellar aluminophosphate as ecofriendly inorganic flame retardant for highly smoke-suppression bamboo scrimber

2025· article· en· W4407963212 on OpenAlexaff
Wei Wei, Zhenzeng Wu, Dehong Li, Xiaodong Wang, Qihua Wei, Yongqun Xie

Bibliographic record

VenueIndustrial Crops and Products · 2025
Typearticle
Languageen
FieldMaterials Science
TopicNatural Fiber Reinforced Composites
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsFire retardantBambooLamellar structurePolymerizationChemistryPulp and paper industrySmokeChemical engineeringMaterials sciencePolymer chemistryOrganic chemistryComposite materialPolymerEngineering

Abstract

fetched live from OpenAlex

Due to its flammability, bamboo is gradually becoming incapable of meeting the increasing demand for building decoration materials. In this work, we utilized in-situ synthesis to prepare aluminophosphate (AP) modified bamboo bundles and bamboo scrimber (BS) with high flame retardance and smoke-suppression performance. Benefiting from the in-situ synthesis method, the high yield of hierarchical vertical lamellar AP forms a flower-like nanostructure and contributes to an organic-inorganic components in bamboo by binding metal ions and phosphate radical to carbohydrates, leading to an effective improvement in flame retardant properties. Under the optimized hydrothermal process, aluminophosphate bamboo scrimber (APBS) had a higher limiting oxygen index (LOI) (41.5 ± 0.5 %). The Cone calorimeter tests indicated that the APBS had reduced peak heat release rate (pHRR), total heat release (THR), peak smoke production rate (pSPR), total smoke release (TSR), CO production, and CO 2 production than the control sample. During the combustion process, AP forms a dense and stable flame-retardant layer on the surface of bamboo, effectively preventing the fibers from coming into contact with oxygen and reducing the release of volatile organic compounds (VOCs) and polycyclic aromatic hydrocarbons (PAHs). Meanwhile, the Lewis acidity of AP can catalyze the dehydration and carbonization of cellulose in bamboo at lower temperatures, leading to the formation of a continuous and stable carbon layer. This study presents a sustainable, simple, and environmentally friendly approach to prepare AP materials that serve as effective flame retardants and smoke suppressants, thereby eliminating fire hazards associated with bamboo or other cellulosic materials. • Mesoporous AP structure uniformly and densely distributes in bamboo. • Highly efficient optimization for the application of bamboo scrimber is proposed. • Mechanisms of multi-effect of flame retardany of bamboo scrimber is revealed. • AP forms an inorganic layer to improve flame resistance and smoke suppression properties of bamboo scrimber.

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 head0.022
GPT teacher head0.264
Teacher spread0.242 · 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".

Quick stats

Citations4
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueIndustrial Crops and ProductsSame topicNatural Fiber Reinforced CompositesFrench-language works237,207