Bibliographic record
Abstract
Molecular hydrogen (H2) can be generated by thermochemical, electrochemical, photochemical, or biochemical methods. Biohydrogen, specifically, can be produced by biochemical methods such as dark fermentation and two-stage anaerobic digestion, which may be represented by Buswell’s equation. Although the molecular Buswell’s equation for biohydrogen has been explored, the study of ionic Buswell’s equation for biohydrogen has rarely been considered. This article shows that an ionic Buswell’s equation for biohydrogen can be balanced and deduced by the proton method when an empirical formula of organic matter is given. The relationships between the mean oxidation number of organic carbons, number of transferred electrons, and quantity of biohydrogen are established. Furthermore, using the mean oxidation number of organic carbons as a metric, the number of transferred electrons, quantity of biohydrogen, ratio of quantity of biohydrogen to quantity of organic carbons, and theoretical biohydrogen potential can be determined through the derived mathematical equations by any given empirical or structural formula.
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 | 0.000 | 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) | 0.002 | 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".