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
During the 2016 IEEE International Symposium on EMC in Ottawa, Canada, the EMC Society Women in Engineering (WIE) liaison Irina Kasperovich continued the tradition of holding a WIE IEEE EMC Society event. This tradition was initiated at the 2015 Joint IEEE International Symposium on EMC and EMC Europe in Dresden, Germany by the president of the EMC Society, Dr. Frank Sabath. In addition to the luncheon meeting there was also the WIE table top promotional exhibit. The WIE exhibit was on display during the EMC Symposium week in the exhibit hall area. Elena Uchiteleva, who is the Regional Coordinator of IEEE WIE Region 7 (Canada) was promoting the WIE at the booth. Many people stopped by to inquire about WIE. All promotional items that were provided for the booth by WIE were taken by the end of the Symposium. The WIE also provided 800 WIE flyers that were inserted in the registration Symposium bags which were distributed to all the attendees.
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 | 0.002 | 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 | 0.000 |
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