Canadian Parks for Tomorrow: 40th Anniversary Conference: Introductory material
Bibliographic record
Abstract
Dear DelegateWe take great pleasure in welcoming you to the 40 th Anniversary conference.The conference celebrates the inaugural The Canadian Parks: Today and Tomorrow conference of 1968 and provides a forum to consider and address parks and protected areas of the future.We are pleased to welcome delegates from all parts of Canada and extend a special welcome to those who have joined us from abroad.We trust you will all find the conference to be thought provoking, stimulating and productive.The conference includes approximately 130 presentations, as well as panels and discussion sessions.The range of subject matter reflects the complexities inherent in identifying, planning for, managing and using parks and protected areas across a spectrum of public, private and traditional lands.Chronic issues, emerging challenges and at the same time heartening accounts of research findings, innovative approaches and cooperative arrangements weave their way through the presentations.We owe a debt of gratitude to the people and organizations that have supported the conference in many ways, including those on organizing committees, those who have supported the conference in material ways and of course, those who have contributed their research and insight through papers and presentations is valued.We recognize these valued contributions elsewhere in the conference program.We live in a world of change and uncertainty.What is certain is the importance of parks and protected areas to environmental and human health alike.We trust this conference will provide a clear foundation for future research, planning and decision making in Canada and abroad and sustain our collective commitment to protection of the heritage others have passed down to us.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.356 | 0.130 |
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".