The potential role of H2 production in a sustainable future power system
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The operation of a future highly decarbonised (95% CO2 emissions reduction vs 1990) power system, as defined with JRC-EU-TIMES in 2050, is analysed with METIS. The power system is dimensioned in order to provide adequate electricity to a fleet of electrolysers, whose purpose is to produce hydrogen at quantities adequate to supply industrial processes and transport. The analysed power system deviates from current practices in that demand takes over the role of power generation in balancing the system and setting the wholesale market price. The segment of the market where competitive forces set the price shifts from production to demand. Under the assumption of adequate competition between the electrolyser operators the resulting prices could, in most EU member states, arrive at a sustainable equilibrium. This equilibrium – not present in all member states – depends on the ratio between flexible load (electrolyser capacity) and variable renewable generation.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it