Towards a Uniform Description of Recombiners Performance by a Consistent CFD approach with the use of a Detailed Mechanism of Hydrogen Oxidation
Bibliographic record
Abstract
This paper presents an overview of the European Union PARSOAR project, which consists in carrying out a state of the art on hydrogen passive autocatalytic recombiner (PAR) and a handbook guide for implementing these devices in nuclear power plants.This work is performed in the area « Operational Safety of Existing Installations » of the key action « Nuclear Fission » of the fifth Euratom Framework Programme (1998)(1999)(2000)(2001)(2002).Although lots of publications about recombiners have been published for the last ten years, no synthesis has been performing yet.The aim of the PARSOAR project is to make up this lack and to answer needs of all the nuclear technology partners.The project partners are representative of industry, safety organisations, and research institutes, coming from several countries (Belgium, Canada, France, Germany, and Switzerland).oooo
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".