Orbital forcing of the eastern equatorial Pacific thermocline in the late Pleistocene
Bibliographic record
Abstract
Eastern equatorial Pacific thermocline depth is an important component of the tropical Pacific's coupled ocean-atmosphere system and varies across El Niño and La Niña events. To investigate the influence of orbital forcing, we present a paleo-record of thermocline depth throughout the last large Pleistocene climate cycle, derived from downcore measurements of the oxygen isotope composition of multiple species of planktic foraminifera that calcified at different depths throughout the upper water column. We find that the eastern equatorial Pacific thermocline varied between deeper and shallower mean states, deepening when insolation at the equator in boreal late summer/early fall decreased and shoaling when this seasonal insolation increased. Here, we show a close phase relationship between precession-paced increases in boreal late summer/early fall equatorial insolation and thermocline shoaling, which suggests that heating of the tropical Pacific during months of maximum zonal sea surface temperature and thermocline depth asymmetry was a key influence on its mean state.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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 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".