The NEPTUNE Canada Junction Box - Interfacing science instruments to sub-sea cabled observatories
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
As the use of cabled ocean observatories expands, there is an opportunity to develop a standard interface between a wide variety of scientific instruments and the cabled observatory power, data and control systems. The NEPTUNE Canada Junction Box developed by Oceanworks International is rated to 3000 m depth and can interface up to 10 science instruments to a cabled observatory. The Junction Box has been specifically designed to be modular, with a highly flexible, custom configurable architecture that can be used on a variety of projects. With an emphasis on reliability and fault resilience, the Junction Box uses a mixture of off-the-shelf technology and custom designed electronics to provide conditioned power and communications to science instruments. Following rigorous testing and qualification, the Junction Box is expected to have operational life in excess of 10 years.
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 | 0.000 | 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 | 0.001 | 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