Biodiversity and Ecological Functions of Coral Reef Fish in Hainan Island and the South China Sea
Bibliographic record
Abstract
This study explored the role of coral fish in core ecological functions such as material cycling, algal regulation and habitat construction, focusing on the species diversity characteristics, population distribution patterns and ecological contributions of coral reef fish in Hainan Island and the South China Sea. Reef fish maintain the stability and resilience of coral reef systems through multiple pathways such as energy transfer, carbon sequestration, and clean symbiosis. The Hainan Island and the South China Sea region are facing a combination of pressures such as illegal fishing operations, climate change, land-based pollution and habitat fragmentation, resulting in the simplification of the biological community structure, functional degradation and the attenuation of ecological services. This study aims to assist in building a cross-regional Marine protected area network, implement eco-friendly fishery policies, strengthen basic scientific research and real-time monitoring systems, establish a multi-party collaborative management mechanism, provide scientific basis for the sustainable governance of regional coral reef ecosystems, and contribute to the coordinated optimization of ecological conservation and resource utilization.
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.
How this classification was reachedexpand
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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 teacher head, 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".