MétaCan
Menu
Back to cohort
Record W2085502582 · doi:10.1088/1755-1307/6/7/072039

Influences of the Summer North Atlantic Oscillation (SNAO) on regional climate – from the past to the future

2009· article· en· W2085502582 on OpenAlexaboutno aff
Hans W. Linderholm, Chris K. Folland, Jeff Knight, David Fereday, Sarah Ineson, James W. Hurrell

Bibliographic record

VenueIOP Conference Series Earth and Environmental Science · 2009
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate variability and models
Canadian institutionsnot available
Fundersnot available
KeywordsClimatologyArcticNorth Atlantic oscillationArctic oscillationThe arcticClimate changeClimate modelGeographyFormalism (music)HistoryOceanographyGeologyArt

Abstract

fetched live from OpenAlex

Climate change – a challenge for the arctic indigenous peoples – the Inuit response Aqqaluk Lynge Total Cross Sections at High Energies — An Update Fazal-e-Aleem, Sohail Afzal Tahir, M. Alam Saeed et al. On Theory of the Statistical Generating Functional for the Order Parameter(I) — General Formalism Zhou Guang-zhao, Su Zhao-bin, Hao Bai-lin et al. Influence of Arctic sea ice on European summer precipitation J A Screen 'Physical minimum' — what problems of physics and astrophysics seem now to be especially important and interesting at the begining of the XXI century? Vitalii L Ginzburg Neoclassical light – An assessment of the voyage into Hilbert space H Jeff Kimble Wind – the challenge (from a European perspective) Erik Lundtang Petersen Influences of the Summer North Atlantic Oscillation (SNAO) on regional climate – from the past to the future

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.034
Threshold uncertainty score0.661

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 studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.017
GPT teacher head0.209
Teacher spread0.192 · 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 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

Citations3
Published2009
Admission routes1
Has abstractyes

Explore more

Same venueIOP Conference Series Earth and Environmental ScienceSame topicClimate variability and modelsFrench-language works237,207