MétaCan
Menu
Back to cohort
Record W4410878614 · doi:10.1016/j.indcrop.2025.121263

An efficient lignin-biochar/ZnAl2O4/Bi2MoO6 composite photocatalyst for degradation of organic chlorine pollutants

2025· article· en· W4410878614 on OpenAlexaff
Qingwen Tian, Yawei Zhu, Kuizhong Shen, Hang Yin, Aixiang Pan, Fengshan Zhang, Guigan Fang, Zhibin He, Yonghao Ni

Bibliographic record

VenueIndustrial Crops and Products · 2025
Typearticle
Languageen
FieldEnergy
TopicAdvanced Photocatalysis Techniques
Canadian institutionsUniversity of New Brunswick
FundersShandong Provincial Postdoctoral Science FoundationNational Natural Science Foundation of China
KeywordsBiocharLigninDegradation (telecommunications)PollutantChemistryChlorinePulp and paper industryEnvironmental chemistryComposite numberEnvironmental sciencePyrolysisOrganic chemistryMaterials science

Abstract

fetched live from OpenAlex

Lignin, with its intrinsic polyphenolic structure, high carbon content, and diverse functional groups, has emerged as promising precursor for carbon-based materials in pollutant elimination. In this work, lignin-biochar (LC) was fabricated and integrated into LC/ZnAl 2 O 4 /Bi 2 MoO 6 composites with adsorption-photocatalysis synergy, employed within an intimate coupling of photocatalysis and biodegradation (ICPB) system for AOX degradation. The formation of Bi-O-C bonds between lignin-biochar and Bi 2 MoO 6 provides atomic-level channel for accelerating electron transfer. Notably, the 1 wt%LC/0.5 wt%ZnAl 2 O 4 /Bi 2 MoO 6 (LM3) sample showed superior degradation efficiency, with the apparent rate constants of 13.82-fold (methylene blue, MB) and 5.56-fold (p-chlorophenol, 4-CP) higher than those of the pristine Bi 2 MoO 6 , respectively. DFT analyses demonstrated strong chemical adsorption interactions between 4-CP and lignin-biochar, with the highest adsorption energy of −46.3152 eV observed for LC/ZnAl 2 O 4 /Bi 2 MoO 6 . The synergistic adsorption-photocatalysis mechanism of the LC/ZnAl 2 O 4 /Bi 2 MoO 6 composite was systematically explored, highlighting the critical role of lignin-biochar in enhancing adsorption, charge separation, and reactive oxygen species generation. The ICPB system demonstrated effective degradation of refractory 4-CP and bamboo ECF bleaching effluent. The visible-light driven ICPB system (VCPB) achieved 78.30 % TOC removal for 4-CP effluent within 24 h. Furthermore, the VCPB process achieved 80.03 % COD and 71.03 % AOX removals for an industrial bamboo ECF bleaching effluent sample, with long-term operational stability, while fostering robust microbial activity and enhanced biofilm diversity. The synergistic mechanism of the system between adsorption, photocatalysis, and biodegradation was discussed. This work provides a novel approach for designing bio-based photocatalysts for the degradation of refractory industrial effluents.

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 score0.001

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)0.0000.000

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 head0.028
GPT teacher head0.288
Teacher spread0.260 · 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 topicAdvanced Photocatalysis TechniquesFrench-language works237,207