Atomic nitrogen and OH radical reactivity at low temperature by the CRESU technique (reactions of interest to astrochemistry)
Bibliographic record
Abstract
Plus d'une centaine de réactions entre des molécules stables et des radicaux se sont révélées être rapides à très basse température. Les réactions entre deux espèces radicalaires ont quant à elles reçu beaucoup moins d'attention de la part des scientifiques. Les complexités de production et de mesure de concentrations de ces radicaux en sont les principales raisons. Nous avons réalisé pour la première fois des mesures de constantes de vitesse sur les réactions radical-radical N + OH, N + CN et N + CH à basse température dans un réacteur à écoulement supersonique uniforme (tuyère de Laval). Nous avons utilisé une technique de décharge micro-onde pour produire l'azote atomique et une méthode de mesure relative pour déterminer les cinétiques des réactions. Les résultats donnent un aperçu des mécanismes de formation en phase gazeuse de l'azote moléculaire dans les nuages denses du milieu interstellaire.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.003 | 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".