KAJIAN POTENSI LAHAN BASAH MANGROVE SEBAGAI AGEN FITOREMEDIASI LOGAM BERAT DI DESA SUNGAI MUSANG
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
Heavy metals such as lead (Pb), cadmium (Cd), and copper (Cu) are hazardous pollutants that often contaminate water bodies, especially in coastal areas. This study aims to evaluate the potential of mangrove wetlands in Sungai Musang Village as a natural phytoremediation agent to absorb accumulated heavy metals in aquatic sediments. The research was conducted at the Sungai Musang estuary, Banjar Regency, South Kalimantan, in 2024. Sampling and analysis methods used atomic absorption spectrometry (AAS) to detect heavy metal content in mangrove and non-mangrove areas. The study results showed that the concentrations of Pb, Cd, and Cu at all observation points were far below the limits set by Ontario (1993) and IADC/CEDA (1997) standards, indicating that the area is still safe from heavy metal pollution. Thus, the mangrove wetlands in Sungai Musang Village play a significant role in absorbing heavy metals from aquatic environments, making them a potential phytoremediation agent
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.016 |
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