FLH AND MCI PRODUCTS FROM MERIS: FLUORESCENCE, RED TIDES, SARGASSUM AND BLOOMS IN ICE
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
The fluorescence signal from MERIS is found to correlate well with surface chlorophyll measured by ships and by the MERIS level 2 processing. In both cases the saturating relation that we proposed previously is confirmed. Use of the fluorescence signal to detect regional fluorescence efficiency variations suggests that such variations are relatively small, at least on the Canadian west coast. The search for intense plankton blooms which can be detected using the peak in the spectrum of water-leaving radiance at about 705 nm has led to a variety of bloom events detected round the world. Observations in the Gulf of Mexico led to the chance detection of Sargassum lines extending over large areas, and observations in Antarctica suggest detection of ice coloured by significant concentrations of algae. The bloom detections and the new observations Sargassum and algae in ice confirm the importance of the 709 nm band of MERIS.
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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