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
Power semiconductor devices are the fundamental components of power conversion products ubiquitous in energy conversion applications. Advances in power electronics devices would impact all these applications and open avenues for more applications that were previously not possible. This chapter presented an overview of conventional silicon devices and their real-world applications. Due to the ever-increasing demand for higher efficiency and power density, wide bandgap materials like SiC and GaN-based devices have gained significant adoption in recent years. Various SiC and GaN devices and their basic properties have been provided. The chapter included several examples of real semiconductor characterization waveforms to illustrate the practical behavior of the semiconductors for power converter designers. Also, several considerations on measuring switching losses and paralleling semiconductor devices have been provided. There are ongoing efforts to develop even more efficient power devices using ultra-wide bandgap materials like gallium oxide, aluminum nitride, and diamond that can enable even higher efficiencies and power densities in future power conversion systems.
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 | 0.001 | 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 | 0.000 |
| 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 it