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Record W6950806484 · doi:10.5683/sp3/thapdf

Recent changes in carbon source-sink relationships and greenhouse gas emissions in forest and peatland ecosystems along the Mackenzie Valley region of Canada

2012· dataset· en· W6950806484 on OpenAlexaboutno aff

Bibliographic record

VenueBorealis · 2012
Typedataset
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsPermafrostPeatVegetation (pathology)Plateau (mathematics)BogMireSoil waterSoil carbon

Abstract

fetched live from OpenAlex

Recognizing that permafrost distributions are largely controlled by topography and climate, our IPY study documents local C cycling processes and GHG emissions as associated with vegetation, soil and permafrost environments along a climatic gradient from the Isolated Patches Permafrost Zone, in northern Alberta, to the Continuous Permafrost Zone at Inuvik, NWT. In order to understand variation in vegetation, soils, and permafrost, an extensive network of 26 sites has been established over the summers of 2007 and 2008, with four of these sites intensively monitored, from 2007 to the present, for C cycling and GHG exchange. Each NWT site encompasses a gradient from upland to peatland, including areas of permafrost-affected peatlands (peat plateaux), areas of permafrost thaw within the peat plateau matrix (collapse scars), and nearby forests occurring on mineral soils (upland forests). The northern Alberta site is entirely permafrost free, containing peatland plots in a bog, an internal lawn (area of permafrost thaw within an unfrozen bog matrix), and an adjacent upland forest. Preliminary data indicate that vegetation primarily varies from upland forest to peat plateau to collapse scar, with collapse scars having the most distinct plant communities. Permafrost zonation is a strong sec ondary gradient, with greatest differences between plant communities of the Continuous Permafrost Zone and those of either the Sporadic or Extensive Discontinuous Permafrost Zones. The CH4 release/consumption within the study area is intricate and highly variable, fluctuating with the local soil water and corresponding vegetation. Significant surface CH4 production, essentially by microbial methyl-type fermentation, occurs only in submerged parts, and hence most reducing parts of the soil profile. Contrary to initial expectations, CH4 production is greatest during the warmest months and is insignificant during the spring thaw. Carbon dioxide emissions and net ecosystem CO2 exchange (NEE) measurements at the ground surface decreases from south to north and are mainly affected by soil temperature and the presence of permafrost. Topographic position affects soil respiration rate, which is significantly greater in uplands than peatlands, while plant uptake of CO2 by photosynthesis also varies with landscape position, accounting for over half of NEE in peatlands but less than a quarter in uplands.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.042
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.038
GPT teacher head0.239
Teacher spread0.201 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreDataset

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".

Quick stats

Citations0
Published2012
Admission routes1
Has abstractyes

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