Growth release and carbon storage of residual live trees in a mountain pine beetle (MPB) attacked lodgepole pine stand in northern British Columbia
Bibliographic record
Abstract
Carbon (C) storage in residual live lodgepole pine trees in northern BC at Kennedy Siding was measured 11 and 12 years after a severe mountain pine beetle (MPB) epidemic.Kennedy Siding eddy covariance (EC) measurements showed that the net ecosystem productivity (NEP) was quick to recover C sink status.In this study, measurements of heights and diameters of 160 residual live lodgepole pine trees and a subset of 60 tree cores were used to calculate residual tree stem C-storage in 2017 and 2018 (36.01 and 26.71 g C m -2 yr -1 respectively).Dendrochronology analyses indicated that residual pine trees released on average 392% in the decade following versus the decade prior to MPB-attack.Stem C-storage was strongly and positively correlated with EC-NEP measurements (R 2 =0.77) and percent downed canopy trees (R 2 =0.837), suggesting that growth release of residual trees was likely driven by improvements in resources (e.g.light, moisture, nutrient).
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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 | 0.000 | 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 | 0.001 | 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) | 0.001 | 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 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".