Environmental Investigations At the Seafloor Using Optical And Acoustic Sensors On “bottom Landers”
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
In many coastal environments over-fertilization is an impediment to fishing and tourism. The Gulf of Finland (Baltic Sea) is one example of where the environmental conditions have not improved in spite of lower land input of nutrients. The reasons for this are investigated in an ongoing project in which a unique combination of traditional and novel techniques is employed. Acoustic and optical sensors are used for long term measurements of currents, sediment resuspension and oxygen variations. Autonomous bottom landers are operated to asses the effects of resuspension and to make detailed investigations at the sediment-water interface using e.g. a "Planar Optode". Copyright © 2005 by The International Society of Offshore and Polar Engineers.
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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 | 0.000 | 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 it