Plant phenology research and monitoring pilot project at Milner Gardens & Woodland
Bibliographic record
Abstract
Global climate is changing and its impacts can be seen throughout Vancouver Island. This research studies the relationships between climate and coastal plant phenological development in order to build our understanding of how individual species and ecosystems on Vancouver Island are currently responding to climate. In 2016, a pilot project was initiated at Milner Gardens & Woodland in the Mount Arrowsmith Biosphere Region to establish field data collection and management protocols contributing to plant phenology research and monitoring on southeastern Vancouver Island. Data collection methods included both in-person and field camera observations of phenophases throughout the growing season. Data management tasks included the development of a photo observation database and contribution to an international online phenology observation network. Over time, we expect that the data collected will illustrate shifts in the timing of both the growing season and plant development phases on southeastern Vancouver Island, as well as shifts in climatic trends in the study area. Increased understanding of species and ecosystem shifts will contribute to land management and ecosystem conservation in the future.
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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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.021 | 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".