MétaCan
Menu
Back to cohort
Record W4416129050 · doi:10.1002/tqem.70222

Understanding of Sustainable Consumption Among University Students: A Cross‐Sectional Study at Herat, Afghanistan

2025· article· en· W4416129050 on OpenAlexaff
Abdul Wahid Hamidi, Mohammad Shafi Saljuqi, Mohammad Masudi, Ali Rahimi, Basir Ahmad Hasin, Alireza Kargar, Zalmay Majidi, Mir Mohammad Ayubi, Nasar Ahmad Shayan

Bibliographic record

VenueEnvironmental Quality Management · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEnvironmental Sustainability in Business
Canadian institutionsWestern University
Fundersnot available
KeywordsConsumption (sociology)Stratified samplingPsychological interventionSocioeconomic statusHigher educationKnowledge level

Abstract

fetched live from OpenAlex

ABSTRACT This study examines sustainable consumption (SC) among university students in Herat, Afghanistan, focusing on their knowledge, attitudes, and practices (KAP), while identifying key sociodemographic influencing factors. A cross‐sectional study using stratified random sampling included 594 participants from two universities, representing 7608 male undergraduate students. A structured questionnaire assessed knowledge, attitude, and practice. Data analysis was performed using SPSS 27. Overall, 83.0% classified as having high knowledge, 12.8% moderate knowledge, and 4.2% poor knowledge. Regarding attitude, 49.0% had a high attitude, 49.3% moderate attitude, and only 1.7% had a poor attitude. Regarding practice, 59.4% of participants reported moderate practice, 26.9% high practice, and 13.6% poor practice. Single participants (84.8%) had higher levels of knowledge than married ones (83.4%) ( p < 0.05). Both high (84.1%) and low (83.9%) economic status participants had higher knowledge levels than those with middle economic status (78.0%) ( p < 0.05). High attitude was more frequent among Jami University students (59.9%) than Herat University students (45.1%), and among medical students (58.1%) than non‐medical students (46.0%) ( p < 0.05). High practice was also more common among Jami students (42.7%) than Herat students (21.3%), and among medical (35.8%) than non‐medical students (24.0%) ( p < 0.05). The findings indicate a strong level of knowledge among university students regarding SC, though attitudes were mixed and practices remained suboptimal. Significant associations with sociodemographic factors suggest the need for targeted educational interventions to enhance sustainability‐related attitudes and translate knowledge into consistent behavioral practices.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.034
GPT teacher head0.278
Teacher spread0.244 · 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 designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueEnvironmental Quality ManagementSame topicEnvironmental Sustainability in BusinessFrench-language works237,207