Molecular assessment of salt-tolerant, perchlorate- and nitrate-reducing microbial cultures
Why this work is in the frame
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Bibliographic record
Abstract
The microbial ecology of enrichment cultures adapted to the removal of perchlorate and nitrate from high salt solutions and ion-exchange brines was examined over a period of four years using denaturing gradient gel electrophoresis and total DNA extraction with cloning and in each case partial sequencing of the 16S rDNA genes. The cultures studied were a result of enrichment from marine sediment inoculum initiated in 2001. The resulting enrichment cultures were fed perchlorate, or perchlorate and nitrate, in a 3% (w/v) NaCl defined medium or ion-exchange brines (5.6% NaCl) containing perchlorate and nitrate with acetate as the electron donor. All of the sequences' closest matches in the NCBI GenBank database were to marine or salt-tolerant organisms. Strains belonging to the genera Halomonas or Marinobacter were found to dominate in cultures that were fed nitrate in addition to perchlorate, but were effectively absent from cultures fed perchlorate alone. The cultures fed perchlorate as the sole electron acceptor were relatively diverse with the dominant sequences belonging to the genera Dechloromarinus and Denitromonas. A study examining the effects of growing the cultures on different electron acceptors to the cultures revealed that Denitromonas may be more dominant than Dechloromarinus as the salt-tolerant, perchlorate-reducing organism.
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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 | 0.000 | 0.000 |
| 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 | 0.002 |
| 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 it