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Record W4399126059 · doi:10.18280/ijsdp.190514

Perceptions of Environmental Awareness and Pro-Environmental Behaviour of People in the Riverfront City, Pekanbaru City, Riau, Indonesia

2024· article· en· W4399126059 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2024
Typearticle
Languageen
FieldEnvironmental Science
TopicCoastal Management and Development
Canadian institutionsnot available
Fundersnot available
KeywordsPerceptionSocioeconomicsEnvironmental planningGeographyPsychologySociology

Abstract

fetched live from OpenAlex

This research aims to analyze the perception of environmental awareness of the people of Kampung Baru, Kampung Bandar, Kampung Dalam, and Pesisir sub-districts, which is influenced by individual characteristics such as education and income.Then the perception of environmental awareness will influence the pro-environmental behavior of the people in these four sub-districts towards where they live.The area of these four sub-districts is the riverside city area of Pekanbaru City, which is starting to be organized into a tourist attraction known as Tepian Sungai Siak.The method used in this research was quantitative, distributing questionnaires to 120 respondents.The data was processed using SEM-PLS.From the results of research data processing, it is known that the respondents' characteristics, namely education and income, do not influence the respondents' environmental awareness perceptions.However, the respondents' perception of environmental awareness is classified as moderate or agrees with various management issues related to environmental concerns where they live, such as waste management, sanitation, clean water, energy, and concern for the surrounding environment.Furthermore, this environmentally conscious perception significantly influences the pro-environmental behavior of settlers on the banks of the Siak River.The results of this research can be used in designing government programs to create pro-environmental residential based on the pro-environmental behavior of settlers.

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.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.451

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 communication0.0000.000
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 head0.011
GPT teacher head0.243
Teacher spread0.233 · 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