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Record W2981693173 · doi:10.4095/288042

Peat coring and sampling techniques used at Geological Survey of Canada (1993-2003)

2011· report· en· W2981693173 on OpenAlexaboutno aff
I M Kettles

Bibliographic record

Venuenot available
Typereport
Languageen
FieldEarth and Planetary Sciences
TopicGeology and Paleoclimatology Research
Canadian institutionsnot available
Fundersnot available
KeywordsCoringPeatSampling (signal processing)GeologyGeographyArchaeologyPhysical geographyEnvironmental scienceEngineeringDrillingTelecommunications

Abstract

fetched live from OpenAlex

Most peatlands in Canada take the form of bog or fen but some swamps and marshes have sufficient accumulations of organic materials (40 cm or more) to be classed as peatlands. Most environmental, ecological, or biogeochemical studies of peatlands require stratigraphic sampling and sub-sampling. Peatlands are water-saturated and, over large areas of Canada, they are permafrost-bearing and isolated. Hence, core collection presents many challenges. When choosing the sampling site, it is wise to first use a soil probe with sufficient extensions to test the depth and character of the peat accumulation. For past peatland projects at GSC, cores were collected at depth from permafrost-bearing peat using the CRREL coring kit. A continuous undisturbed core was produced in segments of up to 20 cm from one drilled hole. The segments were retrieved from the hole using a core catcher. Use of the CRREL device took at least 2 people and was difficult. As soon as the motor on the CRREL device stopped, water from the melting of the ice around the cutting head quickly began to refreeze and, if not pulled up immediately, the head was stuck (on one occasion permanently) in the hole. To collect at depth in unfrozen peatlands, the Macaulay corer, referred to also as the modified Russian borer, was effective and not too difficult to use. It is a chambered-type side filling sampler with a T-handle and 1 m long extension rods. Continuous cores were collected in 50 cm segments to the contact with mineral sediment. After the first 1 or 2 extension rods were added, 2 or more people were needed to pull the corer up from the hole. Neither the CRREL work nor the Macaulay were useful for sampling peat at or near the surface. Above the water table in an unfrozen peatland or above permafrost in frozen ones, it worked best to cut out blocks of peat using a large butcher knife and small clippers. If a continuous core of surface peat materials was needed, a Wardenaar-style corer was used for the uppermost 90 cm.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.987
Threshold uncertainty score0.095

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0060.010
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0160.005

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 head0.160
GPT teacher head0.304
Teacher spread0.144 · 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 designNot applicable
Domainnot available
GenreMethods

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
Published2011
Admission routes1
Has abstractyes

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