MétaCan
Menu
← Back to cohort
Record W7070436158

Political movement: The role of grassroots activism on the development of wastewater treatment policy in Victoria, Canada

2023· dissertation· en· W7070436158 on OpenAlexaboutno aff

Bibliographic record

VenueUWSpace (University of Waterloo) · 2023
Typedissertation
Languageen
FieldEarth and Planetary Sciences
TopicMineralogy and Gemology Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGrassrootsPoliticsPower (physics)Work (physics)Process (computing)
DOInot available

Abstract

fetched live from OpenAlex

The City of Victoria has been discharging untreated sewage into the Pacific Ocean since 1894 (CRD 2017b; Kines 2020; Meissner 2021). On December 15th, 2020, this practice stopped after the opening of the $775 million McLoughlin Point Wastewater Treatment Plant, which now serves the City of Victoria, 13 municipalities, and six First Nations (CRD 2017b; Kines 2020). The process of deciding whether, where, and how to build the plant was the result of decades of intense political debate and the work of dedicated activism, with groups advocating passionately for a diverse set of outcomes. \n \nThis thesis conducted semi-structured interviews with local activists, non-governmental organization (NGO) actors, politicians, and bureaucrats to address the research question, How did the actions of grassroots activists in Victoria, Canada between 1990 and 2020 affect the decision-making and planning process regarding the Mcloughlin Point Wastewater Treatment Plant? To address this question, a thematic analysis was conducted, resulting in three themes, which are further contextualized using an analytical framework describing the different forms of power available to actors in a political system. \n \nIt was found that activists utilize discursive power, or the power to shape ideas through communication. In this case study, activists primarily accomplished this in two ways: through harnessing scientific evidence, and by appealing to emotions. Additionally, activists can achieve direct power over the policymaking process by running for office and becoming elected representatives. Grassroots activism is considered by some to be one of the most efficient ways of encouraging pro-environmental actions (Alisat & Riemer, 2015). This thesis contributes to the understanding of the actions that activists can take in their work and their potential effectiveness, which can allow activists to make more informed decisions on how to allocate their limited resources to have the highest possible impact.

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)0.005
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.173
Threshold uncertainty score0.959

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0260.011
Scholarly communication0.0090.002
Open science0.0020.005
Research integrity0.0020.003
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 head0.010
GPT teacher head0.193
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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueUWSpace (University of Waterloo)→Same topicMineralogy and Gemology Studies→French-language works237,207→