Seawater Biorefinery of Avicennia Marina –Biomethane Potential at Seawater Conditions
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
Lignocellulose is considered as an abundant source of carbohydrates that can be used to produce renewable fuels and chemicals such as biomethane, which have economic and environmental advantages over fossil resources. However, conventional bioprocesses are based on the use of fresh water. Finding a new way to minimize the need for fresh water is economically important. This study focuses on the feasibility of bioenergy production from local mangroves plant using sea water biorefinery concept. Samples of Avicennia marina were collected from the coastal areas in Ras Al Khaimah, United Arab Emirates. Based on anaerobic fermentation, inoculum was added to batch system that had sea water and the sampled biomass of 1.09g. Gas chromatography analysis had showed an increment in the biomethane production over an incubation period of initially of forty eight days at 37 ̊C and the last and highest reading reached 52.8 mlCH4/gVS by day 48.
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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 | 0.000 |
| 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) | 0.001 | 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