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Overcoming ammonia synthesis scaling relations with plasma-enabled catalysis
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Canadian funderA Canadian agency funded it. The work may carry no Canadian affiliation at all.
No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
Opus teacher head0.005
GPT teacher head0.213
- Teacher spread
- 0.208 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
The record
- Venue
- Nature Catalysis
- Topic
- Ammonia Synthesis and Nitrogen Reduction
- Field
- Chemical Engineering
- Canadian institutions
- —
- Funders
- McMaster University
- Keywords
- CatalysisPlasmaAmmonia productionDissociation (chemistry)Dielectric barrier dischargeChemistryAmmoniaNonthermal plasmaChemical physicsReaction rateScalingPhysical chemistryOrganic chemistryPhysics
- Has abstract in OpenAlex
- yes