Technology park in connection with national filing of radioactive waste
Bibliographic record
Abstract
The starting project idea arises from the need to provide a national disposal for radioactive waste as required by the European Union, in order to adjust Italy to the rest of the other European countries.The site will replace the temporary disposals realized near to the four former nuclear plants in the Italian territory, to permit plants decommissioning and the subsequent environmental rehabilitation of those areas.The disposal will be realized according to the most modern standards of environmental safety and ensuring maximum sustainability of the site thus using all the 'Best Available Technique' for the construction of Near Zero Energy Buildings and energy production systems from renewable sources.The Project is based on data coming from SOGIN (the Italian society for the decommissioning of nuclear plants) for the national radioactive waste disposal able to contain 90,000 cubic meters of radioactive waste and divided into two parts, allowing separate storage of the waste of first and second level, respectively, in quantities of 15.000 mc and 75.000 mc.The Technology Park close to the disposal, will be done with maximum transparency criteria, so to make the site not only accessible to citizens, but even a tourist attraction and a meeting area for the scholars, university students and researchers.In this technological park there are strong requirements for high security systems and an adequate transport and mobility plan designed even for critical situations.In fact in the designed Park there are even special protection systems from physical agents with the possibility, in case of danger, of an access to the closed collection points that are able to insulate workers and visitors from fire or radiation danger.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.040 | 0.011 |
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".