Welcome to the 55<sup>th</sup> IEEE international midwest symposium on circuits and systems (MWSCAS 2012)
Bibliographic record
Abstract
On behalf of the Organizing Committee, it is our pleasure to welcome you to Boise, Idaho, USA, and the 2012 IEEE International Midwest Symposium on Circuits and Systems (MWSCAS 2012). The Midwest Symposium is the longest-running symposium sponsored by the IEEE Circuits and Systems Society. Throughout its history, it has provided a forum for researchers and educators to share their enthusiasm and results in the Circuits and Systems area. This year's Symposium focuses on the latest trends in circuits and systems research and the increasing impetus towards multi-disciplinary research. The Symposium features sessions on trends in developing nanoscale devices as well as in new technologies for circuits and systems.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.322 | 0.269 |
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".