iii WELCOME LETTER AND ACKNOWLEDGMENTS
Bibliographic record
Abstract
Welcome to a new style of planning and decision making at the Corporation of the City of Cambridge. We are a Corporation that embraces the four pillars of sustainability: cultural, economic, environmental and social. Our first Corporate Sustainability Plan (CSP) represents an opportunity to integrate the four pillars of sustainability into our day-to-day work and our long term planning. This Plan builds on a wide range of initiatives, plans and programs that the City offers our residents. From valued recreation programming to ongoing maintenance of our storm water management system, the City manages a host of programs. As other cities in Ontario, we recognize that these plans and programs require dedicated, ongoing operational and maintenance funding. As such, we have developed a Plan for our Corporation that sustainably addresses our existing commitments through our Master Plans and Strategic Plans. A three year action plan is included in this document as well as a number of tools that our staff will use to embed sustainability into our decision-making, budgeting and planning cycles. Thank you to our interested residents, Advisory Committee members and City staff who provided valuable input to strengthen this Plan. I encourage you to share additional ideas as we move forward together in an era of prudent, thoughtful planning and decision-making, We look forward to using this Plan as a guide, helping us to build on our community’s legacy of sustainability initiatives to create a strong, vibrant, and sustainable city for future generations. Signed,
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.009 | 0.017 |
| Insufficient payload (model declined to judge) | 0.159 | 0.125 |
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 source (direct Gemma or distilled Codex), 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".