Marine Monitoring System Powered by Flexible Solar Panel
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
Renewable energy sources are more commonly used in photovoltaic panel devices due to their high-power conversion efficiency, mechanical robustness, and multiple power levels capable of adapting to different applications. We present the design and implementation of a marine life monitoring system powered by a flexible photovoltaic panel. This monitoring system is implemented with a Raspberry Pi Zero W board to control (turn on/off) a night camera. It has a field of view of 2 m and a bank of light-emitting diodes placed in a submersible Polyvinyl chloride casing. The monitoring system can continuously acquire 1440 images over 24 h, with an energy consumption of 28.2 W/h. The system was tested by acquiring images of sea urchins Diadema antillarum in shallow waters of the Mexican Caribbean in the coral reef located in Xahuaxol.
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.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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