Retrieval of refluxed Onyx cast during a paediatric AVM embolisation
Bibliographic record
Abstract
Endovascular embolisation of arteriovenous malformations (AVM) has been greatly facilitated by liquid embolic agents. While advancements in catheter technology and techniques of creating a proximal plug minimise the risk of inadvertent proximal reflux of the embolysate, this remains one of the main complications associated with use of liquid embolics.We report a case of paediatric AVM embolisation which was complicated by parent vessel occlusion due to inadvertent proximal reflux of the embolysate in pericallosal artery. This was safely and effectively rescued using a stent retriever manoeuvre, following similar principles and tenets as in endovascular thrombectomy in stroke. This is the first case report of using a newer smaller 3 mm stentriever in a paediatric medium vessel occlusion, although for a different aetiology but with the same goal.Bail-out or rescue strategy as presented here is an important addition to neurointerventionalists' armamentarium to salvage a non-targeted migration of liquid embolic agent.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".