Discussion on the Latest Progress of International and Domestic Marine Seismic Observation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Marine seismic observation is an important component of global seismic observation.The progress of international marine seismic observation and development of domestic marine seismic observation are discussed in this paper.At present,the global marine seismic observation has entered the stage of long-term fixed-point real-time observation at sea bottom,and several large circum-pacific projects of sea bottom scientific observation of US,Canada,Japan and Taiwan region of China are underinstallating.In addition,Japan starts drilling and borehole observation on seafloor seismogenic zone to study the process of submarine dynamics.China also carried out some marine seismic observation experiments,but long-term marine seismic observation has never been planned yet.The authors think that marine seismic observation is a hi-tech system,but it has come close to be mature and practical in developed countries such as the U.S.and Japan.It should arouse our attention.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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