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Record W7057443417

International Mega-Events and Urban Planning in the Context of Toronto

2018· other· en· W7057443417 on OpenAlexaboutno aff

Bibliographic record

VenueYork University Digital Library (York University) · 2018
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsUrban planningCitizen journalismOpposition (politics)Participatory planningContext (archaeology)Bidding
DOInot available

Abstract

fetched live from OpenAlex

This paper explores mega-events and their relationship to urban planning and public participation. Mega-events, often referred to as hallmark events, are short-term, high profile spectacles that have a massive popular appeal, a large mediated reach, and international significance (Hall, 1992; Roche, 2000). Mega-events include major fairs, festivals, expositions, such as the World Expo and significant sporting events like the Olympic games and the FIFA World Cup. For many cities, mega-events are an alluring urban strategy that “promises” tangible and intangible benefits for cities and nations (Burbank et al., 2001). These short-lived events can have tremendous influence over urban spaces, built environments, and city populations (Greenhalgh, 1988; Roche, 2003). Given their impacts, it should not be a surprise that these events have encountered various forms of resistance (Lenskyj, 2008; Cottrell, 2011; Gotham, 2016). A significant amount of this opposition focuses on the lack of accountability, transparency, and public engagement that is often seen in the various mega-event hosting processes (Kidd, 1992; Flyvbjerg, 2003; Hall, 2006). Those that oppose these events critique the undemocratic nature of decision-making processes used to bid for and plan hallmark events (Kidd, 1992; Gotham, 2011). Through this essay, I will argue why participatory planning strategies must be used for the development of inclusive decision-making processes in mega-event planning within the city of Toronto. I will argue that although public engagement and a commitment to participatory planning has seemingly been devalued in the city’s history of pursuing the hosting of a hallmark event, they are essential components for the successful and equitable bidding and planning of such events. I believe participatory planning can be used for the meaningful consideration of various public interests and the creation of a “hosting concept/vision” that works towards the advancement of varying city priorities across a wide range of local communities. When thinking of how to engage varying communities in mega-event planning processes, it is vital to consider what engagement approaches have been used in previous mega-event hosting attempts, and what future strategies are recommended for the city of Toronto.

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)0.001
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 score0.073
Threshold uncertainty score0.530

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0170.009
Scholarly communication0.0080.002
Open science0.0010.005
Research integrity0.0010.002
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 head0.010
GPT teacher head0.190
Teacher spread0.181 · 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

Citations0
Published2018
Admission routes1
Has abstractyes

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