Northern Hemisphere Cryospheric Connections during Deglaciation: Expected and Unexpected Responses.
Bibliographic record
Abstract
We present a high-resolution glaciomarine record for MD02-2496 (48◦58.5N; 127◦02.1W; 1243m water depth), collected from the Vancouver Island continental slope. 46 AMS 14C dates have been generated from both planktonic foraminifera carbonate and bulk sedimentary organic carbon. The presence of two 14C plateaus during deglaciation (∼13.3 and ∼14.8 14C kyr BP) provide a potential stratigraphic marker allowing for correlation with other deglacial paleoclimate records as the 14C plateaus should be geologically instantaneous due to rapid atmospheric mixing. After correcting for the estimated local surface ocean 14C reservoir age (>807 years), these plateaus coincide with global 14C plateaus (12.2 and 13.3 14C kyr BP).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".