Bibliographic record
Abstract
Workshop on Seasonal to Multi‐Decadal Predictability of Polar Climate; Bergen, Norway, 25–29 October 2010 ; Over the past few decades the two Earth poles have exhibited drastically different behavior. The Arctic has warmed, as expected from the polar amplification of global warming, although the observed rate of summertime sea ice retreat is at the upper limit of climate model predictions. At the same time, Antarctic sea ice extent is increasing, contrary to model predictions. However, natural variability in polar regions is large, with substantial power at multidecadal time scales. All this leads to considerable uncertainty concerning the future evolution of polar climate over the next few decades. To address this issue, the World Climate Research Programme (WCRP) convened a workshop to assess scientists' current knowledge of the predictability of polar climate and identify physical mechanisms that could be exploited to improve predictive capability. The workshop participants included experts in observations, theory, processes, and modeling, and they looked at both polar regions in the context of their coupling with the global climate system.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".