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Record W7032791796

Organic matter incorporation into sea ice and potential matter release into the nearshore zone of the southern Beaufort Sea, Canada

2020· dissertation· en· W7032791796 on OpenAlexaboutno aff

Bibliographic record

VenueHelmholtz-Zentrum für Polar-und Meeresforschung (Alfred-Wegener-Institut) · 2020
Typedissertation
Languageen
FieldSocial Sciences
TopicEarthquake and Disaster Impact Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPermafrostSea iceArcticSnowmeltThermokarstCryospherePrecipitation
DOInot available

Abstract

fetched live from OpenAlex

Global warming, mainly caused by human influences, has become much more severe in recent decades. While the average temperature of the Earth has increased of about 0.8°C over the time period of the entire last century, the temperature has increased by 0.6°C over only the past 30 years (GISTEMP, 2016; Lenssen et al., 2019). The Arctic region has warmed more than twice as fast as the global average (Serreze et al., 2009; Screen and Simmonds, 2010). This accelerated heating has dramatic effects on a wide range of fields including the thawing and re-freezing processes of permafrost soils. Almost a quarter of the land area of the northern hemisphere is influenced by permafrost at around 23 million km2. When the permafrost thaws, the active layer deepens and the annual thawing phase of the permafrost soils becomes longer. A result of the thawing is the associated soil water mobility and an increased rate of erosion, causing more sediment and dissolved organic carbon (DOC) to be deposited in lakes, rivers, groundwater fluxes and coastal waters. In this work, sea ice cores and water from the water column below were sampled from the coastal area in the southern Canadian shelf of the Beaufort Sea, near Herschel Island - Qikiqtaruk, in order to investigate the possible incorporation of organic substances and the release from winter land-fast ice. The samples were collected from two intersecting transects, before the beginning of the melting season in spring 2019. Analyses of DOC, colored dissolved organic matter (CDOM), salinity, water isotope ratios as well as suspended particulate matter (SPM) were made, to gain information on how organic matter has been incorporated and released during the winter freeze up and through the season. The measured DOC-, CDOM- and SPM-concentrations are relatively low compared to sea ice concentrations measured in other studies. Isotopes and salinity measurements show decreasing freshwater and river influences at the south side of transect 1 through the winter, meaning that the freshwater source petered out through the course of winter and through that giving indication of the river as the organic matter source. Results also showed a significantly higher SPM concentrations at the near shore north side of transect 1 and the west near shore side of transect 2. The data obtained from this study show how sensitive the regions of the Arctic and their material and carbon fluxes react to rising temperatures and suggest that coastal erosion can occur already as early as part of the winter season.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.285
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.008
GPT teacher head0.251
Teacher spread0.242 · 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
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
Published2020
Admission routes1
Has abstractyes

Explore more

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