Association of Vibrio Bacterial Diversity with Coral Reefs in Bangka
Bibliographic record
Abstract
Coral reef ecosystems include micro and macro organisms that interact with each other to form holobions both in mutualism and pathogenic ways.One part of the holobiont species on coral reefs is the bacterial community belonging to the genus Vibrio.Holobiont species present in coral reef ecosystems are found on the surface of mucus, coral tissue, and under the aragonite skeleton.The method used in this research is the morphological species identification method including colony shape, colony color, colony shape, cell shape, spore, gram test, acid fast test, and capsule.Identification was carried out on pure isolates taken from the coral mucus of Leptoseris scabra, Pavona venosa, and Acropora tuneis was taken from the Bangka Sea.The results showed that pure isolates taken from the sampling location in the Bangka Sea obtained 1 isolate identified as Vibrio cholerae.So it can be concluded that the member of the genus Vibrio associated with Acropora coral reefs in the Bangka Sea is V. chloreae.
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 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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".