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Record W2061401686 · doi:10.1109/sieds.2014.6829905

Alternative management of organic waste in Chatham-Kent, Ontario, Canada

2014· article· en· W2061401686 on OpenAlexaffabout
Alexis Blair, Graeme Hollands, K. R. McIntosh, Adriana MacDonald, Bhumi Mehta, Honorio Umali, Sheree Pagsuyoin

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnvironmental Science
TopicMunicipal Solid Waste Management
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsWaste managementMunicipal solid wasteWaste collectionBiodegradable wasteWaste disposalEnvironmental scienceFood wasteHousehold wasteCost analysisEnvironmental engineeringEngineeringOperations research

Abstract

fetched live from OpenAlex

The municipal solid waste collected from Chatham-Kent is currently disposed to the Ridge Landfill in Blenheim, Ontario. Although the municipality implements recycling, the program does not include separate collection and processing of organic food waste. This paper presents an economic evaluation of composting alternatives for the organic food waste collected from households in Chatham-Kent. A cost-benefit analysis was performed for three scenarios: (i) continuing the current system of landfill disposal, (ii) backyard composting in detached dwellings, and (iii) centralized collection and off-site composting in London, Ontario. Results indicate that backyard composting is an economically feasible alternative to landfill disposal. The cost of backyard composting is comparable to landfill disposal (2% lower at a 25% participation rate and 8% lower at full uptake), suggesting that long-term benefits offset the initial investments on backyard composters. Centralized composting is twice more expensive than landfill disposal at all uptake rates. Despite the lower initial cost of the collection bins compared to backyard composters, the cost of waste collection and transport is significantly higher for centralized composting. In terms of waste diversion at full uptake, the centralized collection of source-separated organics results in a 6% increase in overall diversion rates compared to a 5% increase for backyard composting. Further, landfill life is extended by 16 years for the centralized composting and by 12 years for backyard composting. The analytical method employed in this study can be applied to other regions exploring similar decision options on composting. The decision criteria presented in this paper can be expanded and modified to accommodate regional variability such as access to facilities, materials costs, and social acceptability.

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)0.000
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.298
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

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 science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0100.000

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 head0.007
GPT teacher head0.190
Teacher spread0.183 · 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

Citations1
Published2014
Admission routes2
Has abstractyes

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