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Record W4414152984 · doi:10.1177/0734242x251364676

From waste to sustainable development: Evaluating Canada’s waste management policies and Sustainable Development Goals progress

2025· review· en· W4414152984 on OpenAlexaffabout
M. Ravishankar Ram, Melanie Zurba, Bakhtawar Nizamani

Bibliographic record

VenueWaste Management & Research The Journal for a Sustainable Circular Economy · 2025
Typereview
Languageen
FieldEnvironmental Science
TopicMunicipal Solid Waste Management
Canadian institutionsDalhousie University
Fundersnot available
KeywordsSustainable developmentGovernment (linguistics)StakeholderStakeholder engagementSustainabilityKey (lock)Policy developmentElectronic waste

Abstract

fetched live from OpenAlex

This review article assesses the crucial role of waste management in Canada's pursuit of achieving the Sustainable Development Goals (SDGs), particularly Goals 6, 11, 12 and 13. By applying a structured literature review informed by the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) model, this study systematically identified the key waste management strategies and their alignment with the concerning targets of the SDGs. The study includes insights from academic publications, government reports and national performance data. The study's findings highlight both policy achievements and ongoing challenges, including regional disparities, low recycling rates and inadequate electronic waste management. The study concludes by emphasizing the need for uniform national strategies, stakeholder engagement and data-driven performance targets. This study contributes to the understanding of policy gaps and provides policy and research directions for advancing sustainability.

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)0.022
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science
Consensus categoriesMeta-epidemiology (narrow), Open science
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.601
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0220.000
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0020.003
Science and technology studies0.0080.001
Scholarly communication0.0030.001
Open science0.0050.021
Research integrity0.0000.002
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 head0.048
GPT teacher head0.356
Teacher spread0.308 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreReview

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 routes2
Has abstractyes

Explore more

Same venueWaste Management & Research The Journal for a Sustainable Circular EconomySame topicMunicipal Solid Waste ManagementFrench-language works237,207