Briefing: A continuous-flow 915-MHz microwave treatment of dairy manure
Bibliographic record
Abstract
A pilot-scale (5 kW) 915-MHz microwave-enhanced advanced oxidation process (MW/H2O2-AOP) was custom designed and tested to treat dairy manure. The objective of the study was to verify the performance efficiency of the new system in terms of nutrient release, solids disintegration and energy consumption and compare it with an existing pilot-scale (5 kW) 2450-MHz microwave system. The 915-MHz MW/H2O2-AOP resulted in a release of about 60% of total phosphorus as orthophosphate, and about 25% of total chemical oxygen demand was disintegrated in the treated solution. The treatment performance was similar to that of 2450-MHz MW/H2O2-AOP albeit using lower H2O2 dosage. Research and development work currently underway with the 915-MHz MW/H2O2-AOP will optimise the treatment and energy efficiency.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.000 |
| 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) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".