Bibliographic record
Abstract
上层海洋-低层大气研究(SOLAS)首次科学开放大会于2004年10月13～16日在加拿大的Halifax召开. SOLAS于2002年被IGBPII(国际地圈生物圈计划第二阶段)吸纳为其第一个新的核心计划,重点研究海洋-大气界面上的交换过程及通量,目的在于:定量了解海洋和大气之间关键生物地球化学与物理过程的相互作用及反馈,认识这一耦合体系如何影响气候和环境的变化以及对气候和环境变化的响应.计划包括3个研究重点:海洋与大气之间生物地球化学相互作用及反馈;海-气界面的交换过程以及大气、海洋边界层输送和转化的作用;CO2以及其它长寿命辐射活性气体的海-气通量.
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 | 0.001 | 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) | 0.017 | 0.024 |
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; both teacher heads agree on what is shown here.
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".