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
City Council unanimously endorsed the Agenda for Prosperity at its meeting one year ago (January 29 and 30, 2008) and thanked the Mayor’s Economic Competitiveness Advisory Committee for their time, effort and ideas. At that time, Mayor Miller and Council committed to act on their recommendations for action to advance Toronto’s economy and in so doing advance the economy of Ontario and Canada. The Advisory Committee framed the Agenda around 4 pillars – Proactive Toronto, Global Toronto, Creative Toronto, and One Toronto – and made a total of 40 recommendations. Eight recommendations were identified as Priority Actions. At this first anniversary of Council’s endorsement of the Agenda, we are pleased to report that all Priority Actions, City-Led, Partner-Led and Jointly-Led have been completed or are underway. These actions include improvements to customer service, cost competitiveness, quality of place, creative city planning framework, culture grants strategy and productive infrastructure as well as environmental initiatives, heritage and economic growth incentives, a made-in-Toronto local hiring model, and an integrated city-wide employment strategy.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.001 | 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 it