MétaCan
Menu
← Back to cohort
Record W7044063086

Urban Sustainability Planning and the Ecosystem Services Approach in select Canadian cities and Ontario watersheds

2020· dissertation· en· W7044063086 on OpenAlexaboutno aff

Bibliographic record

VenueUWSpace (University of Waterloo) · 2020
Typedissertation
Languageen
FieldEnvironmental Science
TopicLand Use and Ecosystem Services
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilityEcosystem servicesEcosystem managementEcosystemEcosystem healthClimate change
DOInot available

Abstract

fetched live from OpenAlex

Fifteen years ago, the 2005 Millennium Ecosystem Assessment, a global assessment of the world’s ecosystems, found that 60% of global Ecosystem Services (ES) examined were being degraded or used unsustainably. Net economic and human well-being gains in the last half century have placed significant pressure on the earth’s natural resources, caused irreversible biodiversity loss, and reduced vital ecosystem functions, services, values and benefits (MA, 2005). This is particularly concerning in an era of climate change as ecosystem services offer natural climate resilience. Sustainable development has been instrumental in driving responses to improve ecosystems at all scales, including inter alia, the SDGs and Paris Agreement (internationally), resource management and conservation strategies (regionally), and sustainability planning (locally). The focus of this thesis is the local scale, using select Canadian cities and Ontario watersheds, to assess the applications, gaps and opportunities for integrating the ecosystem services approach to strengthen urban sustainability and climate change planning. \n \nThe research presented here shows that despite progress in planning for sustainable development, ecosystem services are neither a planning priority nor fully accounted for in land use decisions. Therefore, ecosystem services are either completely left out of urban sustainability planning decisions or appear in an ad hoc fashion. A review of Canadian city sustainability plans, survey to planners and interviews with watershed managers support this finding. If vital constituents of human well-being are directly linked to the integrity of ecosystem provisioning, regulating, supporting and cultural services, why are ecosystem services not fully integrated into decisions? This thesis discovers answers to this question by investigating the literature and conducting evidence-based research. The thesis also provides advice for action. In cities, a shift in environmental-ecological thinking and doing has to occur, starting with a formal recognition of the Ecosystem Services Approach (ESA) in city planning. By doing so, cities can build ES capacity and talent to commit to full cost accounting of ES. Cities must bridge the science-policy gap using a multiscale and interdisciplinary approach to allow for ES in decisions. Similarly, in Ontario watersheds, Conservation Authorities (CAs) must integrate consistent and long-term ES monitoring across all watersheds and raise their profiles. Regional authorities must make ES explicit in policies and plans. This will drive the environmental-ecological shift that must occur. \n \nThis thesis contributes to the literature by uncovering from a planning perspective, current perspectives and applications of the ecosystem services approach within Canadian cities and Ontario watersheds. Evidence shows that cities such as Vancouver, Toronto and Edmonton have made some progress to advance the science and integration of ES in city planning. It also shows that CAs, while generally conscious of the value of ES in land-use planning, face a number of challenges integrating ES into decision making. This thesis raises the profile of ecosystem services in urban sustainability planning more broadly, demonstrating its utility and applicability for all cities. It does this by identifying what is possible (i.e. best practices from the literature on how ecosystem services can be applied in planning, such as in trade-off analysis and scenario planning); what the gaps are (i.e. where Canadian cities and Ontario watersheds lag); and what the opportunities are for planning theory and practice (i.e. through a series of recommendations, a governance framework and emerging models in urban planning).

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)0.003
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 score0.124
Threshold uncertainty score0.900

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.016
Science and technology studies0.0100.002
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.005
GPT teacher head0.157
Teacher spread0.153 · 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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueUWSpace (University of Waterloo)→Same topicLand Use and Ecosystem Services→French-language works237,207→