The Pacific–North American pattern associated diabatic heating and its relationship to ENSO
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The Pacific–North American (PNA) pattern associated atmospheric diabatic heating is examined by linearly isolating the influence of El Niño‐Southern Oscillation (ENSO). Both the vertically integrated and three‐dimensional (3D) diabatic heating are calculated on the basis of NCEP/NCAR reanalysis. The PNA‐related heating is dominated by anomalies in the eastern Pacific, with a north–south dipole structure in mid‐latitudes and in the northern subtropics. The tropical heating anomalies are rather weak, remarkably different from those related to ENSO variability, and may be characterized by the heating nonlinearity with anomalies in the vicinity of the western Pacific. The results provide further evidence of the independence of the PNA on ENSO from the diabatic heating point of view. Copyright © 2007 Royal Meteorological Society
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it