Observation of Diffuse Attenuation in the Euphotic Layer in the Philippine Sea and Its Significance
Bibliographic record
Abstract
A multispectral radiometric profiling system(MicroPro,Satlantic Inc.,Canada) and a SBE 911 CTD package(SeaBird Electronics Inc.,USA) are used at a few stations to measure the underwater irradiance profiles in the WE_qP_ac cruise in the West Philippine Sea,to analyze the underwater irradiance characteristics,and to study its relationship with the biological geochemical variables.It is shown in the results that the underwater downward irrdaiance E_d decays exponentially with water depth,and the vertical distributions of the diffuse attenuation coefficient(K_d) at various wave bands are similar to each other.The normalized water leaving radiance(L_wn(555)) and remote sensing reflectance(R_sr(555)) respectively have an exponential correlation with the particulate organic carbon(POC).The relationships determined in the present study are comparable with the previously established relationships for other oceanic regions.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 source (direct Gemma or distilled Codex), 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".