Light Rail Transit in the Region of Waterloo: A qualitative examination of urban rail’s effects on real estate, development and urban identities
Bibliographic record
Abstract
Transit oriented development has become a staple of contemporary planning practice that is applied in cities throughout the world to help guide the development of sustainable, economic, and social outcomes in urban regions. Widely perceived as a response to automobile centric and urban sprawl inducing design principals of post war planning approaches, transit oriented development is offered as a means of achieving compact urban form that negates many of the issues associated with sprawl. While considerable effort has been undertaken to examine the extent to which transit oriented development affects change on surrounding urban environments, few studies exist that have investigated how social processes interact with transit oriented development to produce the observed effects. \nThis research uncovers underlying social dynamics and perspectives that shape the potential effectiveness of transit oriented development to restructure Canadian real estate markets, urban and economic development trends, and resident behaviour. A case study of the ION light rail transit project in the Region of Waterloo, Ontario, examines how and why resident perspectives and social dynamics are emerging because of the project and subsequently affecting the Region’s development patterns. Focus groups with real estate agents are presented as the primary data of the thesis, which depict the project as a mechanism for attracting creative class economic development and new residents, resulting in an urban landscape divided between automobile and transit centric communities and lifestyles. Findings show the need to increase the use of qualitative methods in transit oriented development research, as they carry the potential to uncover and explain associated trends. To address sustainability, economic development, and social equity concerns related to TOD, recommendations to enact policies that can offset gentrification and unaffordability trends, promote increased behaviour change amongst heterogeneous and automobile centric populations, and to capitalize on homogeneous population preferences are offered.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".