Bibliographic record
Abstract
The heart of the detonation phenomenon is the structure where the detailed ignition and combustion processes take place. The Chapman–Jouguet (CJ) theory does not require any knowledge of the structure, as it is based on steady one-dimensional flow across the transition zone with equilibrium conditions on both sides. The CJ theory also assumes that the flow within the reaction zone itself is one-dimensional and steady. The details of the transition zone are provided by the Zeldovich–von Neumann–Döring (ZND) model for the detonation structure. The ZND model is explicitly based on a steady planar structure and is therefore compatible with the one-dimensional gasdynamic CJ theory. The excellent agreement between experimental values of the detonation velocity and the theoretical predictions from the CJ theory fortuitously confirm the validity of the steady one-dimensional assumption of the CJ theory and also, implicitly, the ZND model for the detonation structure.
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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) | 0.000 | 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".