Radial access versus distal radial access: the vote for useof ultrasonography?
Bibliographic record
Abstract
AMA Ramotowski B, Żuk A, Lewandowski P, Słomski T, Maciejewski P, Budaj A. Radial access versus distal radial access: the vote for use of ultrasonography?. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2024. doi:10.5114/aic.2024.136408. APA Ramotowski, B., Żuk, A., Lewandowski, P., Słomski, T., Maciejewski, P., & Budaj, A. (2024). Radial access versus distal radial access: the vote for use of ultrasonography?. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. https://doi.org/10.5114/aic.2024.136408 Chicago Ramotowski, Bogumił, Anna Żuk, Paweł Lewandowski, Tomasz Słomski, Paweł Maciejewski, and Andrzej Budaj. 2024. "Radial access versus distal radial access: the vote for use of ultrasonography?". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. doi:10.5114/aic.2024.136408. Harvard Ramotowski, B., Żuk, A., Lewandowski, P., Słomski, T., Maciejewski, P., and Budaj, A. (2024). Radial access versus distal radial access: the vote for use of ultrasonography?. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. https://doi.org/10.5114/aic.2024.136408 MLA Ramotowski, Bogumił et al. "Radial access versus distal radial access: the vote for use of ultrasonography?." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 2024. doi:10.5114/aic.2024.136408. Vancouver Ramotowski B, Żuk A, Lewandowski P, Słomski T, Maciejewski P, Budaj A. Radial access versus distal radial access: the vote for use of ultrasonography?. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2024. doi:10.5114/aic.2024.136408.
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.
How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".