The First Marine Observation Network System:Neptune Canada Submarine Observation Technology
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
Neptune Canada is the first marine observation network system.It is to cover the Juan de Faca Plate of the whole northeast Pacific Ocean region and thus will turn over a new page in the earth science research.Through the main arterial photo-electric cable,it connects instruments and equipment at five nodes and makes long-term real-time observation at sea bottom.With a strong data management and filing system,it transmits observation data in a real-time way for scientists and science enthusiasts to use free of charge.Canadian submarine observation technology is mainly applied in such aspects as detecting submarine volcanic activities,monitoring seismic and tsunami activities of this region constantly,probing into minerals,metals and hydrocarbon resources,deeply studying interaction between ocean and atmosphere,understanding the cyclic process of marine hothouse gas,exploring the secrets of marine ecological system and investigating problems like the marine periodic changes,the creation and regeneration of energy resources,the marine mammal community,the storage of marine fishery,and the pollution and toxic spread.
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.
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 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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