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Record W2925082050 · doi:10.4324/9780429496653-30

Ocean Circulation: Conveyor of Past and Future Climate

2018· book-chapter· en· W2925082050 on OpenAlexaboutno aff
Steven M. Stanley

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldEarth and Planetary Sciences
TopicOcean Acidification Effects and Responses
Canadian institutionsnot available
Fundersnot available
KeywordsCirculation (fluid dynamics)ClimatologyOceanographyOcean currentEnvironmental scienceGeographyMeteorologyGeologyEngineeringAerospace engineering

Abstract

fetched live from OpenAlex

The Atlantic waters that descend at the brink of the Arctic Ocean form a segment of the great ribbon of moving water dubbed the oceanic conveyor belt. Waters of the conveyor belt rise up in the middle of the Pacific Ocean and flow westward around the tip of Africa. The Atlantic Ocean became saltier, and the modern conveyor belt formed, leaving the upper Arctic Ocean only weakly connected to the warm Atlantic and allowing it to cool down in its polar isolation. The entire polar region is much colder than it was shortly before the ice age began; the transition to the colder, modern state is what permitted continental glaciers, including the persistent Greenland ice cap, to grow. Three great ice caps occupied the land during each glacial maximum of the modern ice age—one centered in eastern Canada, one in Greenland, and one in Scandinavia.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.668
Threshold uncertainty score0.978

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)0.0220.000

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 head0.011
GPT teacher head0.198
Teacher spread0.187 · 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
GenreOther

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
Published2018
Admission routes1
Has abstractyes

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