Bibliographic record
Abstract
This chapter reviews the main steam methane reforming (SMR) process, as well as widespread attempts to improve the process by such measures as partial oxidation (POX), autothermal operation, hydrogen-permeable membranes, and sorbent-enhanced reforming. Dry reforming has been shown to be mechanistically analogous to steam reforming, with the water-gas shift (WGS) reaction virtually reaching equilibrium. Combined endothermic CO2 reforming and exothermic POX reactions reduce the need for heat transfer surfaces and assists in achieving high energy efficiency, requiring little or no external energy, with safer operation than POX of methane alone. This is similar to combining SMR with POX of methane, commonly referred to as autothermal reforming (ATR). ATR is carried out in the presence of a catalyst which controls the reaction pathways, thereby playing a role in determining the relative extents of the oxidation and steam reforming reactions.
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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 | 0.000 | 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) | 0.004 | 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; both teacher heads agree on what is shown here.
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".