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Record W4404291957 · doi:10.70766/9.11738

Nature-based Solutions for addressing climate risks and fostering biodiversity in the Lower Mainland of British Columbia

2024· report· en· W4404291957 on OpenAlexfundaboutno aff
Auston D. Chhor, Jessica Ruggles, Kristen Walters

Bibliographic record

Venuenot available
Typereport
Languageen
FieldAgricultural and Biological Sciences
TopicInvertebrate Taxonomy and Ecology
Canadian institutionsnot available
FundersReal Estate Foundation of British Columbia
KeywordsBiodiversityMainlandGeographyClimate changeMainland ChinaEnvironmental resource managementEcologyEnvironmental scienceArchaeologyBiology

Abstract

fetched live from OpenAlex

Climate change and habitat loss are two intersecting issues facing communities and ecosystems in British Columbia’s Lower Mainland. In response to increasingly severe weather, municipalities have invested heavily in engineered defences like floodgates, dikes, and breakwalls, resulting in a profound loss of aquatic and riparian habitat. These lost ecosystems were once critical to local wildlife and provided water management services like flood mitigation and water filtration. Nature-based Solutions offer a unique opportunity to simultaneously address heightened climate risks and habitat loss by using a framework that values the benefits that intact ecosystems provide to human society. Our report highlights the services that Nature-based Solutions can provide, namely, flood mitigation, stormwater management, and carbon sequestration, while discussing successes and challenges associated with their implementation across the Lower Mainland. First, we introduce Surrey’s living dike in Boundary Bay, part of the city’s broader Coastal Flooding Adaptation Strategy. The living dike aims to address heightened coastal flood risk by incorporating components of a natural salt marsh into its design. This design will provide quality estuarine and riparian habitat for migratory birds and salmon in addition to creating a more climate resilient shoreline. Second, we highlight the City of Vancouver’s St. George Rainway project. Located in the heart of the Mt. Pleasant neighbourhood in Vancouver, the project will restore a buried creek along St. George Street. The restored creek will create urban stream habitat, filter pollutants from runoff, and improve rainwater management. This process, known colloquially as “daylighting,” is a new approach to urban rainwater management that values the ecological, economic, and social benefits of urban green space. Lastly, we place a spotlight on the protection of Burns Bog, a Nature-based Solution that foregoes active restoration. By protecting the bog in its current state, carbon remains locked in its soils and plants, actively mitigating climate change. Burns Bog is also an internationally significant stopover site for migratory birds, and contains a myriad of unique plant species found nowhere else in the Lower Mainland. Nearby communities also benefit from the water filtering services it provides, as well as its ability to mitigate flooding.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.171
Threshold uncertainty score0.345

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.001
Scholarly communication0.0050.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0130.001

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 head0.131
GPT teacher head0.276
Teacher spread0.145 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations2
Published2024
Admission routes2
Has abstractyes

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