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Record W4385077384 · doi:10.1177/21582440231187583

Green Gardening Practices Among Urban Botanists: Using the Value-Belief-Norm Model

2023· article· en· W4385077384 on OpenAlexaff
Abdullah Al Mamun, Naeem Hayat, Muhammad Mohiuddin, Anas A. Salameh, Syed Shah Alam

Bibliographic record

VenueSAGE Open · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicUrban Green Space and Health
Canadian institutionsUniversité Laval
FundersMinistry of Higher Education, MalaysiaPrince Sattam bin Abdulaziz University
KeywordsUrban agricultureFood securityUrbanizationClimate changePopulationAgricultureCarbon footprintGeographyNorm (philosophy)BusinessEnvironmental resource managementEconomic growthEconomicsPolitical scienceSociologyGreenhouse gasEcology

Abstract

fetched live from OpenAlex

Recently, the increase in urbanization has momentously intensified the climate issues in urban centres. A large number of the population is vulnerable to climate change living in urban areas all over the world. The decline in agricultural activities leads to food insecurity in urban areas. Urban gardening is promoted as a viable option to achieve food security and help reduce the climate impact in urban areas. Urban gardening can help reduce the carbon footprint, curtail food production’s time and distribution costs, and offer food security and safety. Urban agriculture can be categorized as sustainable as it has economic, social, and climate impacts. The value-belief-norm framework is utilized to evaluate green gardening intentions and practices. The online survey collected cross-sectional data from 1,721 urban respondents in Malaysia. Based on the data analysis performed with structural equation modelling partial least square regression (SEM-PLS), it was found that the biospheric, egoistic, and altruistic values significantly influenced the new environmental paradigm. The environmental paradigm, awareness of consequences, and ascription of responsibility have significant positive effects on personal norms to engage in green gardening. The green trust and personal norms promote green gardening intention, subsequently leading to green gardening practices. A community-level effort is required to mitigate the climate change issue caused by urbanization and address food availability problems. Civic administration and residents should work together to protect the green spaces in urban centres, which promotes public well-being.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.621
Threshold uncertainty score1.000

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 studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.071
GPT teacher head0.337
Teacher spread0.266 · 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.

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

Citations8
Published2023
Admission routes1
Has abstractyes

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