Autonomous station for meteo-oceanographic data acquisition in Antarctica: prototype development and results from the first operative phase
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 the beginning of the nineties the Italian National Antarctic Research Program has promoted a study aimed at the definition of an advanced automatic station able to operate with one year autonomy in Antarctic waters, allowing continuous collection of meteo-oceanographic data. The main results of the study were the demonstration of the feasibility of a concept based on a moored ice-resistent buoy able to allocate various instrumented modules, the definition of mission requirement and relevant sensing and electronic equipment, the identification of the most significant installation sites. In order to verify the concept in real operative conditions, a prototype of the station has been developed and installed in Antarctica during the 1993-94 Italian Expedition. The site chosen is located in Terra Nova Bay (Ross Sea) approximately 30 km south of the Italian Base, in about 450 meters water depth, and is characterized by the presence of a polynya. Once this first operative phase is completed, the station capabilities will be extended with the adoption of meteo-oceanographic sensors and other scientific packages. In the paper a description of the prototype station is given, and the results of the experimentation and data acquisition are presented and discussed.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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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