The potential impact of climate change on temperate zone woody perennial crops.
Bibliographic record
Abstract
<title>Abstract</title> This chapter discusses the implication of climate change on production of horticultural-grown woody perennials that overwinter in the temperate zone. Freezing injury affects the survival of many temperate zone woody perennials and is a major constraint to the production of fruit and nut crop and many landscape plants. Although these plants have evolved a capacity to avoid or tolerate freezing, they suffer winter damage frequently and this affects survival or productivity. Low-temperature injury can occur in all parts of the plant depending upon tissue susceptibility, exposure, and stage of acclimatization. The level of cold hardiness during acclimatization varies with species and cultivar. This chapter reports how peach and apricot production in the Okanagan Valley (British Columbia, Canada) has been affected by climate change during the autumn and winter prior to harvest, for an 88-year period (1921-2008).
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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".