Carbonate Radical Anion (CO <sub>3</sub> <sup>•–</sup> ) in Carbonated Water: Generation and Importance in Environmental Processes
Bibliographic record
Abstract
Reactions of ferrous iron (Fe(II)) with oxidants (O 2, H 2 O 2, and persulfate) in the presence of bicarbonate affect the Fenton and Fenton-like reactions in water treatment at neutral pH through the formation of the carbonate radical anion (CO 3 •– ) rather than only the usually accepted hydroxyl radical (HO • ) or sulfate radical anion (SO 4 •– ). Mechanisms of such a direct formation of CO 3 •– in reactions of low-valent iron with oxidants are presented. The reactivity of ferrate (Fe(VI)) enhanced the oxidation of pollutants in carbonate-rich water, and herein, the role of carbonate in high-valent iron-based oxidations is discussed. Advanced oxidation methods, based on HO • treatments and reactions occurring in natural waters and water-containing aerosol particles, should consider these overlooked reactions in inorganic carbon-containing environments.
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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 | 0.000 | 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 | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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".