Bibliographic record
Abstract
Antibiotics are compounds that are natural as well as synthetic and semi-synthetic. They show various activities that are antimicrobial in nature. This group of medicines is one of the most successful ones in their usage. In nations that are developing, antibiotics have emerged as a boon. But along with this came a curse. The antibiotics are not completely degraded within the body. The indigested portion comes out into the environment, causing the pollution of antibiotics. Already chemicals, so the usage of chemicals to get rid of such pollution is another hazard. In this review, we have discussed the removal of such antibiotic pollution from various sources like households, hospitals, agricultural fields, and other such places with the help of biological organisms, primarily microorganisms. Bioremediation is a quite common term in the present day, and one of the most effective ones. The microbes either break the chemicals into non-toxic elements or use that as their energy sources and thus, the harmful effect of the compounds gets reduced. The focus of the present review helps us to analyze antibiotics and their bioremediation.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".