Mechanisms Responsible for Apparent Free Ammonia Inhibition in a Sequencing Batch Reactor
Bibliographic record
Abstract
Mechanisms Responsible for Apparent Free Ammonia Inhibition in a Sequencing Batch ReactorThe primary objective of this study was to track reactor gas emissions and microbial population dynamics during the acclimation of a bench scale SBR system operating via the nitrate shunt, defined here as the oxidation of ammonia to nitrite with denitrification of nitrite to nitrogenous gases, to elucidate potential strategies for overcoming the acclimation response. Aerobic phase nitrite...Author(s)Robert A. SimmD.S. MavinicW.D. RameySourceProceedings of the Water Environment FederationSubjectSession 9: Nitrification and BioaugmentationDocument typeConference PaperPublisherWater Environment FederationPrint publication date Jan, 2007ISSN1938-6478SICI1938-6478(20070101)2007:2L.820;1-DOI10.2175/193864707787976713Volume / Issue2007 / 2Content sourceNutrient Removal and Recovery SymposiumFirst / last page(s)820 - 842Copyright2007Word count695
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 | 0.000 |
| 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".