Observational analysis of the double-diffusive convection in the deep Canada Basin
Bibliographic record
Abstract
加拿大盆(CB ) 是在北极的最大的亚盆，与最深深渊 3 850 m 的平原。双 diffusive 过程是地热的精力通过影响上述孤立的深水的可能的经过。与在 2003 的 temperature-salinity-pressure 观察， 500-m-thick 转移层并且降低同质的层在中央深 CB 在 2 400 m 下面被发现的 1 个 000-m-thick 底部。有向下增加的温度和咸度的楼梯在转变层是突出的，建议在深 CB 的 doublediffusive 传送对流。楼梯的接口是与 0.0010.002 厚的大约 10 m ?? 汳灯 ? 湩琠敨爠湡敧戠瑥敷湥 ?? 愠摮 ???甠楮獴 吗？
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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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".