PREPARING CONSERVATION PLANS FOR THE NATURE CONSERVANCY OF CANADA: THE STUDENT CONSERVATION PLANNING SERVICE PART II
Bibliographic record
Abstract
The Student Conservation Planning Service at the University of Guelph is a pilot program that involves qualified students from the Faculty of Environmental Sciences in producing conservation plans for rural landowners and non-government organizations. In this paper, the results of a summer effort to produce plans for properties owned by the Nature Conservancy of Canada is described. Field work was undertaken on ten properties scattered across southern Ontario, to prepare descriptions of vegetation communities based on the Ecological Land Classification system. Other cultural features and surrounding land use were also described, and a list of management issues developed. In the paper, the issues involved in successful completion of the plans by the student team, the use of the ELC system, as well as the typical management issues on the properties themselves are discussed. The partnership between university students and non-government organizations benefits both parties by enabling students to gain a demanding learning experience, while the organization receives tangible products in return.
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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 | 0.000 | 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) | 0.000 | 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".