Dynamic properties of open-grown deciduous trees
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Natural frequency (f) and damping ratio (ζ) are important dynamic parameters that affect the likelihood of tree failure. Much work has investigated these parameters on conifers, but few data exist for open-grown deciduous trees. Considering the risk to people and property from tree failures in residential areas, a better understanding of f and ζ for open-grown deciduous trees is warranted. We measured free vibrations of Bradford pear (Pyrus calleryana Decne. ‘Bradford’) and chestnut oak (Quercus prinus L.) to calculate f and ζ. Subsequently, we remeasured trees after pruning and leaf-drop to investigate the effect of each treatment on f and ζ. While testing one species, an ice storm provided a serendipitous opportunity to investigate the effect of ice accretion on f and ζ. For both species, f did not differ with respect to the cycle for which it was measured or the direction in which the tree swayed. Different types of pruning variably affected f and ζ, but the effect of leaves superseded the effect of pruning, as well as ice accretion. Pruning trees to reduce the likelihood of wind-induced failure may thus be of limited value if significant wind events typically occur when trees are leafless.
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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 | 0.001 | 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 | 0.001 | 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 it