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Record W7061096738

Organic amendment effects on productivity of wellsites reclaimed with suboptimal topsoil replacement depth in northeasten Alberta

2022· dissertation· en· W7061096738 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2022
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsTopsoilRevegetationVegetation (pathology)Land reclamationPeat
DOInot available

Abstract

fetched live from OpenAlex

Reclamation and revegetation of boreal sites disturbed by oil exploration depend on the availability of topsoil salvaged on-site during the disturbance. For successful reclamation, current regulations require the salvaging of enough soil to attain at least 80% of the original topsoil depth. However, salvaged topsoil at many sites is often insufficient to achieve the 80% topsoil replacement depth (TRD80) required for successful reclamation in western Canada. We tested organic amendment effects on reclamation success of wellsites reclaimed with insufficient salvaged topsoil to a level similar to the mandatory TRD80. Two main studies were conducted to examine (i) soil responses and (ii) vegetation responses to 50% topsoil replacement depth without organic amendment (TRD50) or amended with either peat (PTRD50) or biochar (BTRD50), relative to the TRD80 treatment, following wellsite reclamation at Cold Lake, Alberta. Soil properties results showed that both amendments improved topsoil properties. Peat-amended plots showed a 113% increase in total Kjeldahl nitrogen concentration relative to the mean of other treatments, while biochar produced significantly greater potassium concentrations in TRD50 relative to peat-amended plots. Vegetation responses to insufficient topsoil depth and organic amendment application showed an increase in native species, graminoid and woody species richness while non-native and forb species richness decreased across all treatments 5 yr after reclamation. Tree growth was greater in the peat amendment and the TRD80 treatment than in the TRD50 and the biochar treatments. Peat and biochar improved soil properties of disturbed boreal sites reclaimed with insufficient salvaged topsoil to a level suitable for successful restoration. However, in the revegetation study peat improved vegetation establishment and plant community development while biochar showed no benefits on vegetation variables. Overall, the peat treatment (PTRD50) produced similar vegetation performance results to the mandatory TRD80 treatment, indicating that peat amendment can improve reclamation success at disturbed boreal sites where salvaged soil is insufficient to achieve the optimal 80% TRD.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.296
Threshold uncertainty score0.596

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.006
GPT teacher head0.202
Teacher spread0.196 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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
Published2022
Admission routes1
Has abstractyes

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