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
The following topics are dealt with: motion control; converter modulation; DC-DC converter; electronic motor drive; power factor correction and harmonic mitigation; microgrids; renewable energy systems; AC-DC, DC-AC power converter; grid scale energy storage; power quality enhancement; GaN power device; HVDC and DC grid technology; motor control; distributed generation and smart grids; converter control; wind generation system; solar PV systems; power semiconductor devices, packaging and system integration; multilevel converters; electric and hybrid vehicles; fault-diagnosis and fault-tolerant control; energy conversion system; electric machines, actuators and sensors; transit, aerospace and marine systems; power ICs; wireless power transfer and resonant converter; power electronic reliability; LED driver technology; robotics and machine sensorless control; energy efficiency and sustainable buildings; and passive components;.
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) | 0.000 | 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