The Design of the Scaled-down Experimental Device for Molten Salts
Bibliographic record
Abstract
An intermediate heat transfer system (IHTS) with a molten salt working medium is one of the proposed concepts of the future DEMO fusion power plant.Molten salts are currently used for concentrating solar power plants, heat accumulation and energy storage, and in some chemical processes.Moreover, there are proposed as a coolant and fuel carrier in the future Generation IV fission nuclear power plants.Despite its current use in some fields, many questions remain unanswered.To study them, technically, organizationally, and financially demanding experimental devices are required.In order to avoid this demandingness, the possible use of scaled-down experimental devices is studied.Such an experimental device working with thermal oil at lower temperatures with similar behavior to molten salts called SHAKER is being built in the laboratories of the Faculty of Mechanical Engineering of Czech Technical University in Prague.The design of the afford mentioned scaled-down experimental device is presented in this paper.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".