Stocker le soleil dans de l’air
Bibliographic record
Abstract
Le stockage des énergies intermittentes pose un réel problème notamment pour le solaire ou l’éolien. Des solutions Low-Tech, telles que le compresseur gravitaire présenté dans cet article, ouvrent la voie à de vraies solutions locales autonomes, pouvant s’affranchir des impacts importants des batteries habituellement utilisées. Il est aujourd’hui possible d’emmagasiner et restituer de l’énergie pneumatique avec une efficacité de l’ordre de 60 à 70%, lorsque la chaleur produite à la compression est gérée de façon astucieuse. Si, de surcroit, on combine cette solution de stockage avec des compresseurs spécialement conçus pour fonctionner avec des panneaux solaires photovoltaïques, le coût du kWh pneumatique peut devenir très compétitif… simple, ingénieux et économique.
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.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".