Bibliographic record
Abstract
This paper describes the evolution of the DOLPHIN multivehicle computer control system. The unmanned, untethered DOLPHIN semi-submersible was designed as a stable platform for hydrographic research. A proof-of-concept DOLPHIN system was developed in 1983 for the Canadian Hydrographic Service (CHS), consisting of one vehicle controlled by a single operator console over a real time radio link. In 1985, the DOLPHIN system was expanded to control three vehicles by time multiplexing the radio link. The console was expanded to allow simultaneous control of all three vehicles. Presently, the DOLPHIN system is being expanded to eight vehicles, with a network of three consoles. Control of a vehicle can be passed from one console to another, allowing flexible mission configurations. In addition, the DOLPHIN vehicles will have increased autonomy, such as automated launch/recovery, positioning and course following, and more fault tolerant software. When complete, the system will provide a cost-effective means of conducting multi-disciplinary surveys offshore.
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 | 0.000 | 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".