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Record W2601560283

Similarity solutions for density currents

2016· dissertation· en· W2601560283 on OpenAlexaboutno aff

Bibliographic record

VenueRice Digital Scholarship Archive (Rice University) · 2016
Typedissertation
Languageen
FieldEarth and Planetary Sciences
TopicGeological formations and processes
Canadian institutionsnot available
Fundersnot available
KeywordsSimilarity (geometry)Statistical physicsComputer sciencePhysicsArtificial intelligence
DOInot available

Abstract

fetched live from OpenAlex

In this thesis, a steady-state hydrodynamic analysis of density currents, or flows of silt-laden sea water adjacent to the bottom of the ocean, is presented. The density current is considered to be analogous to the turbulent free-convection boundary layer encountered in heat transfer. A similarity solution in which the maximum velocity, the depth of flow and the sediment content at the bottom are taken to be proportional to a power of the distance measured along the bottom, is used to solve the integrated form of the momentum equation and a sediment transport equation which is derived in the thesis. The resulting equations from the hydrodynamic analysis are applied to the density current considered to have occurred after the 1929 earthquake in the Grand Banks region off Newfoundland. Values of the sediment content, depth of flow, and predicted velocities corresponding to the observed velocities for this current are obtained. The author has concluded that since the results obtained for the Grand Banks earthquake seem reasonable, the treatment of density currents as turbulent boundary layer flows is justified.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.379
Threshold uncertainty score1.000

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 studies0.0010.000
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.029
GPT teacher head0.224
Teacher spread0.195 · 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

Citations0
Published2016
Admission routes1
Has abstractyes

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