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
Thyristor is the work horse of power electronics today and its reliability has a major effect on the reliability of the equipment which employs it. This is especially true in case of HVDC, SVC and other FACTS valves because they use large numbers of thyristors connected in series. It is generally believed that thyristors are not subject to aging because they have no moving parts to wear and because they are designed to operate at temperatures well below the levels where serious decrease in lifetime expectancy could be expected. The intention of this paper is to call the attention of electric utilities, who operate the high voltage valves, to the fact that cases of systemic deterioration of thyristor characteristics have been observed in some equipments operated by Hydro-Quebec (Canada). It is not important whether the cause of the thyristor deterioration is classified as aging or materializes as a consequence of inadequate design, manufacturing defects or even user's own negligence. It is important that if the phenomenon exists, more serious problems than randomly failed thyristors are likely to develop. If it is recognized early, preventive maintenance should be considered.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it