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Record W4408441114 · doi:10.5194/egusphere-egu25-3833

Variability of Valley Floor Widths in a Mountain Landscape, Canadian Rockies

2025· preprint· en· W4408441114 on OpenAlexaffabout
Y. E. Martin

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldComputer Science
TopicImage Processing and 3D Reconstruction
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsGeologyGeographyGeomorphologyPhysical geographyArchaeology

Abstract

fetched live from OpenAlex

Valley floors influence a range of environmental processes in mountain regions. For example, valley floors serve as a deposition zone for geomorphological processes occurring on hillslopes. Valley floors represent relative low points in the landscape, thereby affecting basin hydrology and influencing soil moisture in these locations. Valley floors also serve as important locations of organic carbon storage in soils and vegetation. While it has been recognized that valley floor widths in mountain regions often show high variability due to complex geology and geomorphology, few studies have quantified and analyzed values and controls of valley floor widths in these settings. Objectives of this study are to measure valley floor widths for three small tributary drainage basins in Kananaskis, Canadian Rockies and to analyze possible controls, including geology and geomorphology, on valley floor widths. First, delineation of valley floor extent for alluvial parts of the channel network in the three study basins is undertaken using GIS-based methods. Valley floor polygons consist of DEM grid cells that fall within a threshold height relative to the channel height. Next, valley floor widths are obtained by measuring width in a direction perpendicular to the channel for valley floor polygons along the entire channel network. The complex geological and geomorphological characteristics in our study region suggest that generalizations about valley floor widths relevant to larger, lowland drainage basins are not likely to be applicable for our study area. Upper Kananaskis Creek and Ribbon Creek basins show overall higher values of valley floor width relative to Porcupine Creek basin, likely due to their topographical positioning, which is expected to result in higher precipitation and discharge values and greater possible impacts of past glaciation. Results show a very high variability in valley floor widths along the channel network for all three study basins. Valley floor widths show distinct fluctuations between groups of below-average and above-average values in an upstream direction, with any particular group often persisting for a relatively short distance before a notable change in valley floor width is observed. Channel junction locations along the channel network are often associated with local increases in valley floor width for all study basins, although such increases sometimes only last for short distances. Bedrock lithology is found to influence valley floor widths in the study basins, with either below-average or above-average values being associated respectively with more resistant Palaeozoic formations or somewhat more erodible Mesozoic formations. Geological structures situated near channel networks are also shown to be a possible control of valley floor width in some situations. Parts of the channel network in Upper Kananaskis Creek basin and Ribbon Creek basin show evidence of glacial activity, with greater valley floor widths often found in these locations. 

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.838
Threshold uncertainty score0.878

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.008
GPT teacher head0.233
Teacher spread0.225 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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
Published2025
Admission routes2
Has abstractyes

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