European Society of Cardiology Congress 2017 (August 26-30, 2017 -Barcelona, Spain)
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 annual congress of the European Society of Cardiology (ESC) is the largest medical congress in Europe for this area of research and took place this year in Barcelona, Spain. The ESC Congress 2017 gathered more than 30,000 registered participants from over 140 countries together to share their knowledge in all cardiovascular fields, from basic science to management and prevention of cardiovascular diseases. The congress comprised 5 days of science and education with over 11,000 abstracts submitted, 500 expert sessions and over 200 exhibiting companies, making it the prime meeting platform for the profession. This year's ESC Congress Spotlight was "40 years of percutaneous coronary intervention (PCI)." PCI is a nonsurgical procedure used to treat narrowing of the coronary arteries of the heart found in coronary artery disease.
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) | 0.000 | 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) | 0.000 | 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