MétaCan
Menu
Back to cohort
Record W4410881503 · doi:10.1016/j.indcrop.2025.121252

Assessing bleached bamboo fibers as a hardwood replacement via kraft co-cooking for paperboard applications

2025· article· en· W4410881503 on OpenAlexaboutno aff
Jorge Franco, Fernando Urdaneta, Yefrid Cordoba, Luz Meza, Isabel Urdaneta, Hasan Jameel, Ronalds González

Bibliographic record

VenueIndustrial Crops and Products · 2025
Typearticle
Languageen
FieldMaterials Science
TopicNatural Fiber Reinforced Composites
Canadian institutionsnot available
FundersNorth Carolina State University
KeywordsPaperboardBambooHardwoodPulp and paper industryKraft paperChemistryBotanyMaterials scienceComposite materialBiologyEngineering

Abstract

fetched live from OpenAlex

The increasing demand for sustainable packaging worldwide, coupled with rising hardwood costs in the southern United States, has driven interest in alternative raw materials for the pulp and paper industry. Bamboo ( Phyllostachys nigra “Henon” ) presents a promising substitute due to its rapid growth, fiber characteristics, and suitability for kraft pulping. This study investigates the kraft co-cooking of bamboo and hardwood as a strategy to optimize fiber sourcing for Solid Bleached Sulfate (SBS) applications. Pulping, bleaching, and refining experiments were conducted to evaluate the performance of bamboo-hardwood blends compared to single-species pulps. Results indicate that bamboo delignification is faster than hardwood but exhibits lower pulping yield (45.8 % vs. 50.5 %). Co-cooked pulps retained favorable fiber morphology and mechanical properties, enhancing the tensile and tear strength of bamboo and hardwood-bamboo mixtures when refined at similar Canadian Standard Freeness values. The D₀EopD₁ bleaching sequence achieved comparable brightness (approx. 90 % ISO) for all pulps, while bamboo and co-cooked hardwood-bamboo pulps exhibited higher viscosity than hardwood pulp. Calendering produced similar smoothness across all pulps. These findings suggest that kraft co-cooking offers a viable approach to integrating bamboo into SBS paperboard production, mitigating hardwood supply constraints while maintaining high-quality pulp characteristics.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.167
Threshold uncertainty score0.775

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.036
GPT teacher head0.324
Teacher spread0.287 · 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 teacher head, 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