Realigning Economic Development to Support Company Startup and Scale Up: A Burlington, Ontario Case Study
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
<p>In 2015 the City of Burlington developed a new 2015-2040 Strategic Plan: <em>Grow Bold, </em>which tasked Burlington Economic Development Corporation (BEDC) with supporting the start up and scale up of companies and making Burlington a start up destination. This article will outline the process that BEDC went through to better understand the local innovation ecosystem and the role that BEDC could play in supporting it. This process resulted in BEDC going from no role in supporting companies to start and grow to launching, TechPlace, Burlington’s new innovation Centre in 2017, which supported over 4,000 visitors in their entrepreneurial journey in year one of operations. </p><p><strong>Keywords: </strong>Innovation, Entrepreneurship, Startups, Job Creation, Startup Support, Innovation Centre</p>
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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 | 0.001 | 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) | 0.004 | 0.005 |
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 it