WiCAS Events Report—IEEE ISCAS 2025 [CASS Conference Highlights]
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 IEEE International Symposium on Circuits and Systems (ISCAS) 2025, held in London, marked a historic milestone with record participation of over 1,500 attendees. Women in Circuits and Systems (WiCAS) played a central role in shaping the conference’s success through impactful initiatives led by Chair Nagham Saeed. WiCAS organized a signature panel session featuring distinguished speakers, interactive discussions, and a world café activity that fostered community building and empowerment. The WiCAS Best Paper Awards recognized six outstanding contributions from women researchers, celebrating excellence and innovation in circuits and systems. Additionally, WiCAS sponsored the Industrial IoT session, further highlighting its commitment to supporting women in emerging technological domains. With strong visibility, inclusivity, and global engagement, ISCAS 2025 reaffirmed WiCAS’s mission to advance diversity, equity, and empowerment within the professional community.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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