Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries
Bibliographic record
Abstract
AMA Kasprzycki K, Krawczyk-Ożóg A, Rzeszutko Ł, Bartuś S, Rajtar-Salwa R. Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2023;19(2):190-191. doi:10.5114/aic.2023.129220. APA Kasprzycki, K., Krawczyk-Ożóg, A., Rzeszutko, Ł., Bartuś, S., & Rajtar-Salwa, R. (2023). Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 19(2), 190-191. https://doi.org/10.5114/aic.2023.129220 Chicago Kasprzycki, Karol, Agata Krawczyk-Ożóg, Łukasz Rzeszutko, Stanisław Bartuś, and Renata Rajtar-Salwa. 2023. "Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej 19 (2): 190-191. doi:10.5114/aic.2023.129220. Harvard Kasprzycki, K., Krawczyk-Ożóg, A., Rzeszutko, Ł., Bartuś, S., and Rajtar-Salwa, R. (2023). Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 19(2), pp.190-191. https://doi.org/10.5114/aic.2023.129220 MLA Kasprzycki, Karol et al. "Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, vol. 19, no. 2, 2023, pp. 190-191. doi:10.5114/aic.2023.129220. Vancouver Kasprzycki K, Krawczyk-Ożóg A, Rzeszutko Ł, Bartuś S, Rajtar-Salwa R. Redo of sympathetic renal denervation in a patient with resistant hypertension and anatomical variation of renal arteries. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2023;19(2):190-191. doi:10.5114/aic.2023.129220.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".