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
On the occasion of the 60th annual meeting of the GPR, a special collaboration has been launched. Through the membership of the WFPI (World Federation of Pediatric Imaging), the Executive Board, together with Dr. Martin Stenzel from Cologne, invited three colleagues from the African Society of Paediatric Imaging (AfSPI) to come to Vienna. Dr. Olubukola Omidiji from the Lagos University Teaching Hospital in Idi Araba, Lagos, Nigeria, Dr. Olurotimi Komolafe from The Hospital for Sick Children (SickKids)/University of Toronto and Prof. Omolola Atalabi from the College of Medicine/University of Ibadan, Nigeria honor the anniversary annual meeting with their presence. In addition to presentations in the program, the guests will be available for discussion and Q&A sessions and will report on the work in their countries. Below you can read an interview with Dr. Rotimi Komolafe on the occasion of his visit to Vienna.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.039 |
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