Student Leaders Today, Professional Leaders Tomorrow
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
One of the core missions of the IEEE Engineering in Medicine and Biology Society (EMBS) is to be a platform for enhancing the personal and professional development of its members. This month we focus on two related priority areas of the IEEE EMBS Student Activities Committee (SAC) [1], namely Leadership Development and Professional Development Portfolios, and bring you up close to the student and professional leaders actively building these programs. The Leadership Development Portfolio, currently led by Agnieszka Łach from Silesian University of Technology, Gliwice, Poland, focuses on nurturing and supporting student leaders of the EMBS globally. The Professional Development Portfolio, currently led by Josée Rosset from the University of Manitoba, Winnipeg, MB, Canada, aims to help EMBS student members develop their skills and experiences in the practice of biomedical engineering.
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) | 0.001 | 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