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Coastal gullies formed by piping on a permafrost marine terrace near Iqaluktuuttiaq (Cambridge Bay), Nunavut, Canada

2025· article· en· W4411918631 on OpenAlexafffundabout
Samuel Gagnon, Stéphanie Coulombe, David Didier, Samuel Binette, Gwénaëlle Chaillou, Barret L. Kurylyk, Ivorson Maksagak, Joseph Evetalegak

Bibliographic record

VenueGeomorphology · 2025
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicClimate change and permafrost
Canadian institutionsDalhousie UniversityUniversité LavalCenter for Northern StudiesUniversité du Québec à Rimouski
FundersNatural Sciences and Engineering Research Council of CanadaCrown-Indigenous Relations and Northern Affairs Canada
KeywordsGeologyPermafrostBayTerrace (agriculture)PipingOceanographyGeomorphologyArchaeologyGeography

Abstract

fetched live from OpenAlex

Piping is the formation of subsurface tunnels (pipes) due to sediment removal by groundwater flow, which can lead to surface collapse and gully formation, thus transitioning from subsurface to surface erosion. While piping occurs across various climates, its formation in periglacial environments and its impact on these landscapes remain poorly documented. This study examines the morphology and environmental conditions of gullies that formed on a permafrost marine terrace near Iqaluktuuttiaq (Cambridge Bay), Nunavut (Canada), and provides the first conceptual model linking piping to gully formation in a periglacial environment. Nineteen gullies were surveyed along a 430-m coastline with a 2–4 m high bluff experiencing accelerated coastal erosion. Field observations, remotely piloted aircraft system (RPAS) surveys, and permafrost cryostratigraphy confirmed that the gullies did not form from ice-wedge degradation, but rather from lateral groundwater flow causing piping. Piping was confined to the top sand layer of the terrace, where the thaw front and underlying layer of silt loam acted as impermeable barriers (aquitards). Piping likely peaked during snowmelt when the sand layer became saturated. Gullies predominantly formed within the last 4–5 m of the terrace where the steep bluff and collocated seepage face, deeper thaw front, and terrace subsidence likely increased the lateral hydraulic gradient. This study improves understanding of piping in periglacial environments and highlights its interactions with surface, thermal, and coastal erosion in shaping Arctic coastal landscapes.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.178
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0200.000

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 head0.012
GPT teacher head0.217
Teacher spread0.204 · 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 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

Citations2
Published2025
Admission routes3
Has abstractyes

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